{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 刷分神器，使用Hyperopt对lightgbm进行自动化调参！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hyperopt 是最受欢迎的调参工具包，github star数量超过5k，在kaggle天池等比赛中经常出现它的身影。\n",
    "\n",
    "它的主要功能是应用 随机搜索，模拟退火 以及贝叶斯优化 等最优化算法，在不可解析不可求导的参数空间中求解函数的最小值。\n",
    "\n",
    "下面我们首先看看它的一些基本范例用法，然后再使用它来实现对lightgbm模型的自动化调参！\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install hyperopt "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 一，单一参数空间"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "单一参数可以直接用 hyperopt.hp 中的相关参数类型指定搜索范围。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1000/1000 [00:08<00:00, 124.84trial/s, best loss: 1.986234184967726e-07]\n",
      "best_params =  0.9995543281268727\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x532.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt \n",
    "from hyperopt import fmin, tpe, hp, Trials,space_eval\n",
    "\n",
    "# 1，定义目标函数\n",
    "def loss(x):\n",
    "    return (x-1)**2 \n",
    "  \n",
    "# 2，定义超参空间\n",
    "\n",
    "#常用的搜索空间\n",
    "#hp.choice 离散值\n",
    "#hp.uniform 均匀分布\n",
    "#hp.normal 正态分布\n",
    "spaces = hp.uniform(\"x\",-5.0,5.0)\n",
    "\n",
    "# 3，执行搜索过程\n",
    "# hyperopt支持如下搜索算法\n",
    "#随机搜索(hyperopt.rand.suggest)\n",
    "#模拟退火(hyperopt.anneal.suggest)\n",
    "#TPE算法（hyperopt.tpe.suggest，贝叶斯优化，算法全称为Tree-structured Parzen Estimator Approach）\n",
    "trials = Trials()\n",
    "best = fmin(fn=loss, space=spaces, algo=tpe.suggest, max_evals=1000,trials=trials)\n",
    "   \n",
    "# 4，获取最优参数\n",
    "\n",
    "best_params = space_eval(spaces,best)\n",
    "print(\"best_params = \",best_params)\n",
    "\n",
    "\n",
    "# 5，绘制搜索过程\n",
    "losses = [x[\"result\"][\"loss\"] for x in trials.trials]\n",
    "minlosses = [np.min(losses[0:i+1]) for i in range(len(losses))] \n",
    "steps = range(len(losses))\n",
    "\n",
    "fig,ax = plt.subplots(figsize=(6,3.7),dpi=144)\n",
    "ax.scatter(x = steps, y = losses, alpha = 0.3)\n",
    "ax.plot(steps,minlosses,color = \"red\",axes = ax)\n",
    "plt.xlabel(\"step\")\n",
    "plt.ylabel(\"loss\")\n",
    "plt.yscale(\"log\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 二，网格参数空间"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "多个参数可以用字典表述成网格参数空间形式。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1000/1000 [00:05<00:00, 196.72trial/s, best loss: 1.0002178672135031]\n",
      "best_params =  {'x': -0.010021417278592508, 'y': 1.0000587174807445}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x532.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt \n",
    "from hyperopt import fmin, tpe, hp,anneal, Trials,space_eval\n",
    "\n",
    "# 1，定义目标函数\n",
    "def loss(params):\n",
    "    x,y = params[\"x\"],params[\"y\"]\n",
    "    return x**2+y**2\n",
    "\n",
    "    \n",
    "# 2，定义超参空间\n",
    "hspaces = {\"x\":hp.uniform(\"x\",-1.0,1.0),\n",
    "          \"y\":hp.uniform(\"y\",1.0,2.0)}\n",
    "\n",
    "\n",
    "# 3，执行搜索过程\n",
    "# hyperopt支持如下搜索算法\n",
    "#随机搜索(hyperopt.rand.suggest)\n",
    "#模拟退火(hyperopt.anneal.suggest)\n",
    "#TPE算法（hyperopt.tpe.suggest，贝叶斯优化，算法全称为Tree-structured Parzen Estimator Approach）\n",
    "trials = Trials()\n",
    "best = fmin(fn=loss, space=hspaces, algo=anneal.suggest, max_evals=1000,trials=trials)\n",
    "   \n",
    "# 4，获取最优参数\n",
    "best_params = space_eval(hspaces,best)\n",
    "print(\"best_params = \",best_params)\n",
    "\n",
    "\n",
    "# 5，绘制搜索过程\n",
    "losses = [x[\"result\"][\"loss\"] for x in trials.trials]\n",
    "minlosses = [np.min(losses[0:i+1]) for i in range(len(losses))] \n",
    "steps = range(len(losses))\n",
    "\n",
    "fig,ax = plt.subplots(figsize=(6,3.7),dpi=144)\n",
    "ax.scatter(x = steps, y = losses, alpha = 0.3)\n",
    "ax.plot(steps,minlosses,color = \"red\",axes = ax)\n",
    "plt.xlabel(\"step\")\n",
    "plt.ylabel(\"loss\")\n",
    "plt.yscale(\"log\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 三，树形参数空间"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "有时候，后面的参数依赖于之前一些参数的取值，可以用hyperopt.hp.choice表述成树形参数空间。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1000/1000 [00:20<00:00, 49.38trial/s, best loss: 2.1474036379445976e-09]\n",
      "best_params =  ('sin', {'x': 3.141546313503049})\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x532.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "import math \n",
    "from hyperopt import fmin, tpe, hp, Trials,space_eval\n",
    "\n",
    "# 1，定义目标函数\n",
    "def loss(params):\n",
    "    f = params[0]\n",
    "    if f==\"sin\":\n",
    "        x = params[1][\"x\"]\n",
    "        return math.sin(x)**2\n",
    "    elif f==\"cos\":\n",
    "        x = params[1][\"x\"]\n",
    "        y = params[1][\"y\"]\n",
    "        return math.cos(x)**2+y**2\n",
    "    elif f==\"sinh\":\n",
    "        x = params[1][\"x\"]\n",
    "        return math.sinh(x)**2\n",
    "    else:\n",
    "        assert f==\"cosh\"\n",
    "        x = params[1][\"x\"]\n",
    "        y = params[1][\"y\"]\n",
    "        return math.cosh(x)**2+y**2\n",
    "    \n",
    "# 2，定义超参空间\n",
    "spaces = hp.choice(\"f\",\n",
    "        [(\"sin\",{\"x\":hp.uniform(\"x1\",-math.pi/2,math.pi)}),\n",
    "        (\"cos\",{\"x\":hp.uniform(\"x2\",-math.pi/2,math.pi),\"y\":hp.uniform(\"y2\",-1,1)}),\n",
    "        (\"sinh\",{\"x\":hp.uniform(\"x3\",-5,5)}),\n",
    "        (\"cosh\",{\"x\":hp.uniform(\"x4\",-5,5),\"y\":hp.uniform(\"y4\",-1,1)})])\n",
    "\n",
    "# 3，执行搜索过程\n",
    "\n",
    "# hyperopt支持如下搜索算法\n",
    "#随机搜索(hyperopt.rand.suggest)\n",
    "#模拟退火(hyperopt.anneal.suggest)\n",
    "#TPE算法（hyperopt.tpe.suggest，贝叶斯优化，算法全称为Tree-structured Parzen Estimator Approach）\n",
    "trials = Trials()\n",
    "best = fmin(fn=loss, space=spaces, algo=tpe.suggest, max_evals=1000,trials=trials)\n",
    "   \n",
    "# 4，获取最优参数\n",
    "best_params = space_eval(spaces,best)\n",
    "print(\"best_params = \",best_params)\n",
    "\n",
    "# 5，绘制搜索过程\n",
    "losses = [x[\"result\"][\"loss\"] for x in trials.trials]\n",
    "minlosses = [np.min(losses[0:i+1]) for i in range(len(losses))] \n",
    "steps = range(len(losses))\n",
    "\n",
    "fig,ax = plt.subplots(figsize=(6,3.7),dpi=144)\n",
    "ax.scatter(x = steps, y = losses, alpha = 0.3)\n",
    "ax.plot(steps,minlosses,color = \"red\",axes = ax)\n",
    "plt.xlabel(\"step\")\n",
    "plt.ylabel(\"loss\")\n",
    "plt.yscale(\"log\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 四，LightGBM手动化调参"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面我们将应用hyperopt来对lightgbm模型进行超参数调参。我们使用的是网格参数空间。\n",
    "\n",
    "作为对比，我们先看看手动调9组参数的结果。\n",
    "\n",
    "手动调参的范例代码如下。\n",
    "\n",
    "我们分别尝试以下9组参数：\n",
    "\n",
    "最优超参数组合如下\n",
    "\n",
    "```python\n",
    "learning_rate = 0.05 # 分别尝试(0.1,0.05,0.01)\n",
    "boosting_type = 'gbdt' # 分别尝试('gbdt','rf','dart')\n",
    "num_leaves = 63 # 分别尝试(15,31,63)\n",
    "```\n",
    "\n",
    "最优验证集得分为 f1_score=0.96591，看起来还不错！😝\n",
    "\n",
    "```\n",
    "train f1_score: 0.99448 \n",
    "valid f1_score: 0.96591\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "================================================================================2021-07-31 13:49:31\n",
      "step1: reading data......\n",
      "\n",
      "\n",
      "\n",
      "================================================================================2021-07-31 13:49:31\n",
      "step2: setting parameters......\n",
      "\n",
      "\n",
      "\n",
      "================================================================================2021-07-31 13:49:31\n",
      "step3: training model......\n",
      "\n",
      "\n",
      "[1]\ttrain's auc: 0.986704\tvalidate's auc: 0.954406\n",
      "Training until validation scores don't improve for 50 rounds\n",
      "[2]\ttrain's auc: 0.988704\tvalidate's auc: 0.957874\n",
      "[3]\ttrain's auc: 0.989954\tvalidate's auc: 0.95257\n",
      "[4]\ttrain's auc: 0.990049\tvalidate's auc: 0.952468\n",
      "[5]\ttrain's auc: 0.991287\tvalidate's auc: 0.957262\n",
      "[6]\ttrain's auc: 0.993739\tvalidate's auc: 0.962872\n",
      "[7]\ttrain's auc: 0.994608\tvalidate's auc: 0.9643\n",
      "[8]\ttrain's auc: 0.994965\tvalidate's auc: 0.965422\n",
      "[9]\ttrain's auc: 0.995274\tvalidate's auc: 0.966442\n",
      "[10]\ttrain's auc: 0.995108\tvalidate's auc: 0.968278\n",
      "[11]\ttrain's auc: 0.995989\tvalidate's auc: 0.972664\n",
      "[12]\ttrain's auc: 0.996346\tvalidate's auc: 0.972868\n",
      "[13]\ttrain's auc: 0.996512\tvalidate's auc: 0.973276\n",
      "[14]\ttrain's auc: 0.997131\tvalidate's auc: 0.972868\n",
      "[15]\ttrain's auc: 0.997227\tvalidate's auc: 0.971032\n",
      "[16]\ttrain's auc: 0.99725\tvalidate's auc: 0.97042\n",
      "[17]\ttrain's auc: 0.997179\tvalidate's auc: 0.970012\n",
      "[18]\ttrain's auc: 0.99725\tvalidate's auc: 0.970012\n",
      "[19]\ttrain's auc: 0.997322\tvalidate's auc: 0.97042\n",
      "[20]\ttrain's auc: 0.997322\tvalidate's auc: 0.970012\n",
      "[21]\ttrain's auc: 0.997298\tvalidate's auc: 0.970012\n",
      "[22]\ttrain's auc: 0.997417\tvalidate's auc: 0.970216\n",
      "[23]\ttrain's auc: 0.997536\tvalidate's auc: 0.9694\n",
      "[24]\ttrain's auc: 0.997584\tvalidate's auc: 0.969196\n",
      "[25]\ttrain's auc: 0.997869\tvalidate's auc: 0.969808\n",
      "[26]\ttrain's auc: 0.998036\tvalidate's auc: 0.9694\n",
      "[27]\ttrain's auc: 0.998131\tvalidate's auc: 0.969604\n",
      "[28]\ttrain's auc: 0.998381\tvalidate's auc: 0.96838\n",
      "[29]\ttrain's auc: 0.998572\tvalidate's auc: 0.974092\n",
      "[30]\ttrain's auc: 0.998714\tvalidate's auc: 0.974296\n",
      "[31]\ttrain's auc: 0.998691\tvalidate's auc: 0.973888\n",
      "[32]\ttrain's auc: 0.998667\tvalidate's auc: 0.972868\n",
      "[33]\ttrain's auc: 0.998619\tvalidate's auc: 0.97042\n",
      "[34]\ttrain's auc: 0.998667\tvalidate's auc: 0.969196\n",
      "[35]\ttrain's auc: 0.998714\tvalidate's auc: 0.967972\n",
      "[36]\ttrain's auc: 0.998762\tvalidate's auc: 0.967972\n",
      "[37]\ttrain's auc: 0.998881\tvalidate's auc: 0.967564\n",
      "[38]\ttrain's auc: 0.998929\tvalidate's auc: 0.9745\n",
      "[39]\ttrain's auc: 0.998976\tvalidate's auc: 0.978172\n",
      "[40]\ttrain's auc: 0.999024\tvalidate's auc: 0.978376\n",
      "[41]\ttrain's auc: 0.999072\tvalidate's auc: 0.978376\n",
      "[42]\ttrain's auc: 0.999\tvalidate's auc: 0.977968\n",
      "[43]\ttrain's auc: 0.999048\tvalidate's auc: 0.977968\n",
      "[44]\ttrain's auc: 0.999\tvalidate's auc: 0.977764\n",
      "[45]\ttrain's auc: 0.999048\tvalidate's auc: 0.97756\n",
      "[46]\ttrain's auc: 0.999167\tvalidate's auc: 0.976132\n",
      "[47]\ttrain's auc: 0.999357\tvalidate's auc: 0.973684\n",
      "[48]\ttrain's auc: 0.999452\tvalidate's auc: 0.97348\n",
      "[49]\ttrain's auc: 0.999548\tvalidate's auc: 0.972664\n",
      "[50]\ttrain's auc: 0.999643\tvalidate's auc: 0.971032\n",
      "[51]\ttrain's auc: 0.999595\tvalidate's auc: 0.970828\n",
      "[52]\ttrain's auc: 0.999524\tvalidate's auc: 0.970828\n",
      "[53]\ttrain's auc: 0.999548\tvalidate's auc: 0.970828\n",
      "[54]\ttrain's auc: 0.999524\tvalidate's auc: 0.970828\n",
      "[55]\ttrain's auc: 0.9995\tvalidate's auc: 0.97042\n",
      "[56]\ttrain's auc: 0.999548\tvalidate's auc: 0.970624\n",
      "[57]\ttrain's auc: 0.999571\tvalidate's auc: 0.970624\n",
      "[58]\ttrain's auc: 0.999619\tvalidate's auc: 0.97042\n",
      "[59]\ttrain's auc: 0.999667\tvalidate's auc: 0.970012\n",
      "[60]\ttrain's auc: 0.999691\tvalidate's auc: 0.973072\n",
      "[61]\ttrain's auc: 0.999762\tvalidate's auc: 0.972256\n",
      "[62]\ttrain's auc: 0.999833\tvalidate's auc: 0.972052\n",
      "[63]\ttrain's auc: 0.999929\tvalidate's auc: 0.971644\n",
      "[64]\ttrain's auc: 0.999929\tvalidate's auc: 0.973684\n",
      "[65]\ttrain's auc: 0.999929\tvalidate's auc: 0.973888\n",
      "[66]\ttrain's auc: 0.999929\tvalidate's auc: 0.973684\n",
      "[67]\ttrain's auc: 0.999929\tvalidate's auc: 0.973684\n",
      "[68]\ttrain's auc: 0.999929\tvalidate's auc: 0.97348\n",
      "[69]\ttrain's auc: 0.999952\tvalidate's auc: 0.973888\n",
      "[70]\ttrain's auc: 0.999952\tvalidate's auc: 0.975112\n",
      "[71]\ttrain's auc: 0.999952\tvalidate's auc: 0.973276\n",
      "[72]\ttrain's auc: 0.999952\tvalidate's auc: 0.969604\n",
      "[73]\ttrain's auc: 0.999952\tvalidate's auc: 0.969604\n",
      "[74]\ttrain's auc: 0.999976\tvalidate's auc: 0.966136\n",
      "[75]\ttrain's auc: 0.999976\tvalidate's auc: 0.964504\n",
      "[76]\ttrain's auc: 0.999976\tvalidate's auc: 0.96328\n",
      "[77]\ttrain's auc: 0.999976\tvalidate's auc: 0.96328\n",
      "[78]\ttrain's auc: 0.999976\tvalidate's auc: 0.96328\n",
      "[79]\ttrain's auc: 0.999976\tvalidate's auc: 0.9643\n",
      "[80]\ttrain's auc: 0.999976\tvalidate's auc: 0.964096\n",
      "[81]\ttrain's auc: 1\tvalidate's auc: 0.965524\n",
      "[82]\ttrain's auc: 1\tvalidate's auc: 0.966136\n",
      "[83]\ttrain's auc: 1\tvalidate's auc: 0.965728\n",
      "[84]\ttrain's auc: 1\tvalidate's auc: 0.96736\n",
      "[85]\ttrain's auc: 1\tvalidate's auc: 0.967564\n",
      "[86]\ttrain's auc: 1\tvalidate's auc: 0.96736\n",
      "[87]\ttrain's auc: 1\tvalidate's auc: 0.967564\n",
      "[88]\ttrain's auc: 1\tvalidate's auc: 0.967564\n",
      "[89]\ttrain's auc: 1\tvalidate's auc: 0.967564\n",
      "[90]\ttrain's auc: 1\tvalidate's auc: 0.967564\n",
      "Early stopping, best iteration is:\n",
      "[40]\ttrain's auc: 0.999024\tvalidate's auc: 0.978376\n",
      "\n",
      "================================================================================2021-07-31 13:49:31\n",
      "step4: evaluating model ......\n",
      "\n",
      "\n",
      "train f1_score: 0.99448 \n",
      "valid f1_score: 0.96591 \n",
      "\n",
      "\n",
      "================================================================================2021-07-31 13:49:31\n",
      "step5: saving model ......\n",
      "\n",
      "\n",
      "model_dir: gbm.model\n",
      "\n",
      "================================================================================2021-07-31 13:49:31\n",
      "task end......\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import lightgbm as lgb\n",
    "from sklearn import datasets\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import f1_score\n",
    "import warnings \n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "def printlog(info):\n",
    "    nowtime = datetime.datetime.now().strftime('%Y-%m-%d %H:%M:%S')\n",
    "    print(\"\\n\"+\"==========\"*8 + \"%s\"%nowtime)\n",
    "    print(info+'...\\n\\n')\n",
    "\n",
    "#================================================================================\n",
    "# 一，读取数据\n",
    "#================================================================================\n",
    "printlog(\"step1: reading data...\")\n",
    "\n",
    "# 读取dftrain,dftest\n",
    "breast = datasets.load_breast_cancer()\n",
    "df = pd.DataFrame(breast.data,columns = [x.replace(' ','_') for x in breast.feature_names])\n",
    "df['label'] = breast.target\n",
    "df['mean_radius'] = df['mean_radius'].apply(lambda x:int(x))\n",
    "df['mean_texture'] = df['mean_texture'].apply(lambda x:int(x))\n",
    "dftrain,dftest = train_test_split(df)\n",
    "\n",
    "categorical_features = ['mean_radius','mean_texture']\n",
    "lgb_train = lgb.Dataset(dftrain.drop(['label'],axis = 1),label=dftrain['label'],\n",
    "                        categorical_feature = categorical_features)\n",
    "\n",
    "lgb_valid = lgb.Dataset(dftest.drop(['label'],axis = 1),label=dftest['label'],\n",
    "                        categorical_feature = categorical_features,\n",
    "                        reference=lgb_train)\n",
    "\n",
    "#================================================================================\n",
    "# 二，设置参数\n",
    "#================================================================================\n",
    "printlog(\"step2: setting parameters...\")\n",
    "                               \n",
    "boost_round = 100                   \n",
    "early_stop_rounds = 50\n",
    "\n",
    "params = {\n",
    "    'learning_rate': 0.05,\n",
    "    'boosting_type': 'gbdt', #'dart','rf' \n",
    "    'num_leaves':63,\n",
    "    'objective':'binary',\n",
    "    'metric': ['auc'],\n",
    "    'feature_fraction': 0.9,\n",
    "    'bagging_fraction': 0.8,\n",
    "    'bagging_freq': 5,\n",
    "    'verbose': -1\n",
    "}\n",
    "\n",
    "#================================================================================\n",
    "# 三，训练模型\n",
    "#================================================================================\n",
    "printlog(\"step3: training model...\")\n",
    "\n",
    "\n",
    "results = {}\n",
    "gbm = lgb.train(params,\n",
    "                lgb_train,\n",
    "                num_boost_round= boost_round,\n",
    "                valid_sets=(lgb_valid, lgb_train),\n",
    "                valid_names=('validate','train'),\n",
    "                early_stopping_rounds = early_stop_rounds,\n",
    "                evals_result= results,\n",
    "                verbose_eval = True)\n",
    "\n",
    "#================================================================================\n",
    "# 四，评估模型\n",
    "#================================================================================\n",
    "printlog(\"step4: evaluating model ...\")\n",
    "\n",
    "y_pred_train = gbm.predict(dftrain.drop('label',axis = 1), num_iteration=gbm.best_iteration)\n",
    "y_pred_test = gbm.predict(dftest.drop('label',axis = 1), num_iteration=gbm.best_iteration)\n",
    "\n",
    "train_score = f1_score(dftrain['label'],y_pred_train>0.5)\n",
    "val_score = f1_score(dftest['label'],y_pred_test>0.5)\n",
    "\n",
    "print('train f1_score: {:.5} '.format(train_score))\n",
    "print('valid f1_score: {:.5} \\n'.format(val_score))\n",
    "\n",
    "lgb.plot_metric(results)\n",
    "lgb.plot_importance(gbm,importance_type = \"gain\")\n",
    "\n",
    "#================================================================================\n",
    "# 五，保存模型\n",
    "#================================================================================\n",
    "printlog(\"step5: saving model ...\")\n",
    "\n",
    "\n",
    "model_dir = \"gbm.model\"\n",
    "print(\"model_dir: %s\"%model_dir)\n",
    "gbm.save_model(\"gbm.model\",num_iteration=gbm.best_iteration)\n",
    "printlog(\"task end...\")\n",
    "\n",
    "###\n",
    "##\n",
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 四，LightGBM自动化调参"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面我们利用hyperopt对lightgbm进行自动化调参，我们一共尝试一百个超参组合。\n",
    "\n",
    "以下程序用时较长，可以根据情况增加或者减少尝试的超参数组合个数。\n",
    "\n",
    "注意我们的num_boost_round是通过early_stop自适应的，无需调整。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "================================================================================2021-07-31 13:51:24\n",
      "step1: reading data......\n",
      "\n",
      "\n",
      "\n",
      "================================================================================2021-07-31 13:51:24\n",
      "step2: searching parameters......\n",
      "\n",
      "\n",
      "100%|██████████| 100/100 [02:07<00:00,  1.27s/trial, best loss: -0.989247311827957]\n",
      "best_params =  {'boosting_type': 'dart', 'learning_rate': 0.013714190659920054, 'num_leaves': 74}\n",
      "\n",
      "================================================================================2021-07-31 13:53:32\n",
      "step3: training model......\n",
      "\n",
      "\n",
      "[1]\ttrain's auc: 0.992008\tvalidate's auc: 0.958227\n",
      "[2]\ttrain's auc: 0.989699\tvalidate's auc: 0.966432\n",
      "[3]\ttrain's auc: 0.989664\tvalidate's auc: 0.955563\n",
      "[4]\ttrain's auc: 0.991832\tvalidate's auc: 0.948956\n",
      "[5]\ttrain's auc: 0.992429\tvalidate's auc: 0.966326\n",
      "[6]\ttrain's auc: 0.998617\tvalidate's auc: 0.967285\n",
      "[7]\ttrain's auc: 0.998805\tvalidate's auc: 0.968137\n",
      "[8]\ttrain's auc: 0.998898\tvalidate's auc: 0.967924\n",
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      "[10]\ttrain's auc: 0.998898\tvalidate's auc: 0.968777\n",
      "[11]\ttrain's auc: 0.999203\tvalidate's auc: 0.968457\n",
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      "[13]\ttrain's auc: 0.99925\tvalidate's auc: 0.974531\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[170]\ttrain's auc: 0.999836\tvalidate's auc: 0.989344\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[978]\ttrain's auc: 1\tvalidate's auc: 0.993819\n",
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      "[998]\ttrain's auc: 1\tvalidate's auc: 0.993819\n",
      "[999]\ttrain's auc: 1\tvalidate's auc: 0.993819\n",
      "[1000]\ttrain's auc: 1\tvalidate's auc: 0.993819\n",
      "\n",
      "================================================================================2021-07-31 13:53:36\n",
      "step4: evaluating model ......\n",
      "\n",
      "\n",
      "train f1_score: 1.0 \n",
      "valid f1_score: 0.98925 \n",
      "\n",
      "\n",
      "================================================================================2021-07-31 13:53:36\n",
      "step5: saving model ......\n",
      "\n",
      "\n",
      "model_dir: gbm.model\n",
      "\n",
      "================================================================================2021-07-31 13:53:36\n",
      "task end......\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x532.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ISNPysbtXLuwVbR9197rkBHevMLPnCEHMTsATHVUpM/uY0EI0p6POKSIiIiIFaQSw3N1HdnZFMinUIGXjaPtBlvQPCUHKGDowSAH6lJWVDdh8880HdOA5JeYqKioAKC8v7+SaSJzovpBMdF9IJrovJJN33nmHqqqqzq5GVoUapPSNtsuypCf292uPk5vZK1mSuq+//vpccskl7XFayVP6x0Uy0X0hmei+kEx0X0gmJ598MrNmzZrT2fXIJu/GpHQQi7Za6VJEREREpIMVaktKoqWkb5b0Pmn5csrdt8u038xeKSoq2nbChAntcVrJU9OnTwdA94Uk030hmei+kEx0X0gmRUXxbquId+3az8xoOyZL+kbRNtuYFRERERERaSeFGqRMi7b7mVnK38DMyoHxwGrghY6umIiIiIhIoevSQYqZlZrZJtHq8mu5+yzgUcLUa2ekHTaFsLr8je6+skMqKiIiIiIia+XdmBQzmwhMjD4OjbY7m9nU6P0idz8vej8MeA+YSwhIkp0OPA9cYWZ7R/l2BPYkdPP6RYZz/xTYJPo4NtqeaGa7Ru+fdfd/tOKyREREREQkkndBCiE4OD5t36joBSEgOY8muPssM9se+A2wP3AgMB+4Apji7ksyHLY/sEfavl2iV4KCFBERERGRNsi7IMXdJwOTm5l3DvXTCWdK/wQ4sQXnntDcvCIiIiIi0jpdekyKiIiIiIjkHwUpIiIiIiISKwpSREREREQkVhSkiIiIiIhIrChIERERERGRWFGQIiIiIiIisaIgRUREREREYkVBioiIiIiIxIqCFBERERERiRUFKSIiIiIiEisKUkREREREJFYUpIiIiIiISKwoSBERERERkVhRkCIiIiIiIrGiIEVERERERGJFQYqIiIiIiMSKghQREREREYkVBSkiIiIiIhIrClJERERERCRWFKSIiIiIiEisKEgREREREZFYUZAiIiIiIiKxoiBFRERERERiRUGKiIiIiIjEioIUERERERGJFQUpIiIiIiISKwpSREREREQkVhSkiIiIiIhIrChIERERERGRWFGQIiIiIiIisaIgRUREREREYkVBioiIiIiIxIqCFBERERERiRUFKSIiIiIiEisKUkREREREJFYUpIiIiIiISKwoSBERERERkVhRkCIiIiIiIrGiIEVERERERGJFQYqIiIiIiMSKghQREREREYmVvAtSzOxIM7vSzJ4xs+Vm5mZ2cyvLWt/M/mlmn5tZlZnNMbPLzKx/I8fsYmYPmtkSM1tlZm+a2dlmVtz6qxIRERERkYSSzq5AK/wS2BpYAXwKbNKaQsxsNPA8MAS4F3gfGAecBexvZuPdfXHaMYcC/wYqgduBJcDBwJ+B8cBRramLiIiIiIjUy7uWFOAcYAzQB/h+G8r5KyFAOdPdJ7r7T919L0LAsTFwQXJmM+sDXAvUAhPc/bvu/n/AWGAGcKSZfbMN9REREREREfIwSHH3ae7+obt7a8sws1HAfsAc4Kq05F8DK4FJZtYraf+RwGDgNnd/Oak+lYTWHWhb0CQiIiIiIuRhkJIje0XbR929LjnB3SuA54CewE4Zjnk4Q3lPA6uAXcysLMd1FREREREpKPk4JiUXNo62H2RJ/5DQ0jIGeKKpY9y9xsw+BjYHRgHv5a6q0pW4O5XVdTjOooo1rK6ubfKYTytCHD1zQUW71q17aRGDy8swLNQVZ8GySqprnf49S+ndvYQFyypZtGINy1dXpxxrBuv06U5pcdO/e6yoquarldWUFBvr9OlOkRnVtXUsrKikrq7Jw7NauaaGxSvWtL6AHHLgi+WVrKkJF1RWUkT/Xt34YnklTbUBL6yopKq66T/EosWVANw056W2Vle6EN0XkonuC8lk4apWd0rqEIUapPSNtsuypCf292vjMRmZ2StZkjapq6tj+vTpTRXRaercWVbl1Dl0LzEqa5w+ZUZpkXV4XarrnM9X1LGsyllVDbUe6lVdB19VOUVAvzJj+RqnxqGsCKrqYGmlU1PX8v8waxy+qnR6lhq9MvyXU+uwpDKU6w7L1jhr0mKQqlqnqum4JLPnnm7lgdKlfbmws2sgcaT7QjLRfSFJVtcoSMlHiSfulnx7rTmmTVZWO4tW1+EOq2tgWHkRvUqgqhZWVDv9yowig2IDs4ZBRGWN8+7iWl5aUENF9MN4aRHMXxke/NfUNrwY98wXWGQhICi28KDuwIDuxgZ9iigrDsFMTR3UAX27GbXuLK1y1u9dxO7rlzCoRxFFFs6/uNLpWRLqnq6q1pn5VR0vLajhjYW1xPy/LxERERFphUINUhKtHn2zpPdJy9faYzJy9+0y7TezV4qKiradMGFCY8dy8//m8Zv736G6tvEn9OIio7bO6dO9hG4lxRQZDB/Qk+raOhavWMNnS1c3VdVmq0tqRUhYtNpZtLrxZoP3l9Tx+LyatZ9LiqxVrRz5pFtJCMh6l5UyoFdpk/lXrlwJQK9evZrI2TZfraqmojK1G1f/nt3oXVbCguWVVNfW0b9nNwb27saQ8u4kx5BrautYuLwKb0aMXlpcxDp9urOiqoalq+q7Zw0p705ZSeuHyRUXGUP7hu5jcdC/ZzfKu4f/xS5bXc3yymqGNqNLXN8epfTt0fR98dbbbwGw5RZbtr2y0mXovpBMdF9IJifeUcSnnV2JRhRqkDIz2o7Jkr5RtE0efzIT2D46JqW7lpmVACOBGmB27qoZuDufLFnNsx8t4tLHPmDRiqpmHVcbPewvr6yJqgYLK5p3bGMG9OpGcZHx1co19OvZrdn1aY6WBigbDOzJun27062kmF7diulVVkKRwdA+3al1Z+HyKvr36kavbiUsWlFF/56lDC4vo3f3lt/6hjGkTxlLV1VTVdMw+DKMIeVllJWGh9Dy7qX065n6sFlaVES/nqUZW7aySXT/mzBhjxbXWbqukoVh6NuEzdbp5JpInOi+kEx0X0gmPWIeBcS8eu1mWrTdz8yKkmf4MrNywsKMq4EXko55EjgO2B+4Na283QmzgT3t7rl7Yo/86t53uOmFuRnTupcWMXJQb+YuXsmqaABE99Iiqmt9bZCSjVn41XaPMYM5eKv1KC42Fq9Yw8De3Rg9qDcDe3fL+Mt2SdovwbV1TnVtHQuWVVLnzuDyMkqLi5j15Qrem19BVU0tpcVFUYtOEfOXVVJX56yoquXtz5cxY9ZiqmvqqKqpY01t+CrKy7LfmiMH92LCmMEcMnYYGw7p3eg1ioiIiEj+6dJBipmVAqOBanefldjv7rPM7FHCDF5nAFcmHTYF6AX83d1XJu2/C7gI+KaZXZlYK8XMugO/i/Jcncv6L1hWyTVPz84YoJR3L+FX39iMw7YZtjZoSAQLicBi+eoauncrCt1wPAx6n/XlCvr2KKV7aTGjBveiZ7e23wLFRUZxUTEjBqV2R9p8vb5svl623nEN1dY5FZXV9OleSlEnDMQXERERkXjIuyDFzCYCE6OPQ6PtzmY2NXq/yN3Pi94PI0wHPBcYkVbU6cDzwBVmtneUb0dgT0I3r18kZ3b35Wb2PUKwMt3MbgOWAIcQpie+C7i9zRcYeefzZRx77f9YljbV67gRA/jHCdvTp3vDPuuJYCGhb9TVaPiAnmv3pQcScVJcZPTr2a2zqyEiIiIinSzvghRgLHB82r5R0QtCQHIeTYhaU7YHfkPownUgMB+4Apji7ksyHHOPme1BCGCOALoDHwHnAle4N7UCQvPU1NZx7u1vNAhQ9t98KJd/ayxlJcVZjhQRERERyX95F6S4+2RgcjPzzgGy9hty90+AE1t4/ucIAU27eefz5cz8on7hvh1HDuBb477GoWPXa9GAaxERERGRfJR3QUohSG5BGTdiALefunMn1kZEREREpGO1flECaTc1dWsnG6Nnmbp2iYiIiEhhUZASQzVJizSWFOkrEhEREZHCoifgGEpe0LC0WGNQRERERKSwKEiJoera+u5e6QsnioiIiIh0dXoCjqHk7l6lWtRQRERERAqMgpQYSh44X6LuXiIiIiJSYBSkxFB18sB5dfcSERERkQKjJ+AYqkkak6LuXiIiIiJSaBSkxFDy7F5qSRERERGRQqMn4BhK6e6llhQRERERKTAKUmKoplYD50VERESkcClIiaHqOq04LyIiIiKFS0/AMZQycF4tKSIiIiJSYBSkxJAGzouIiIhIIdMTcAxVJ49J0cB5ERERESkwClJiqDapJaVULSkiIiIiUmD0BBxDqSvOqyVFRERERAqLgpQYSl1xXl+RiIiIiBQWPQHHUOrAebWkiIiIiEhhUZASQykD5zUmRUREREQKTElnV0Aaqkkek6LZvURERETaprYaXrsZKuZ3bj0GbgRbHgmm57umKEiJoZo6TUEsIiIi0mru8PlrULEgfH5iCnz5fufWKeH1m2H/i2DIJp1dk1hTkBJDybN7aQpiERER6RTusGIheG39vm69oHvftpe94kuoqw7vrQh6r5Pb1oVpv4en/5i78nJp9nT4645w4J9g00Og9xC1rGSgICWGUlpSNHBeREREOlr1arjhEPj0xbQEg31/A+PPbF25dXVw27fgg4dT96+zBZz4YG4CoHvPCF27stnjpx0fFNRWwzN/St334Hnhtf4OcPz9UNqjY+sUcwpSYihlnRRNQSwiIiK5VlcL/z0XZj4MXtcwfeXCLAc6PHY+TLsAyvq0/LzZyv3ibbjwa9BrSMvLbKr8DfeFohLoNQj2+iWUD23bOVprq2NCt7P3H0jd/+lLcMHQtl97C/VeObdDz9dSClJiKGWdFLWkiIiINPTqjfDZq7DT6fDiNbD8c9j6GNjs0NyU/9Zd8Pa/oa4mN+V1oi0XLw5vPrsqbD99GVYvaVkh5eumDjqvqQyvXMsaHLXSqU/DulvntszWGjwGvnkLfPQ4PPKLhmNkcn3tTbDkbnwxpCAlhlLXSVFLioiICBACkTdvh/fuh89eCfteub4+feZ/YdODYfCmbTvP/Dfgw0faVkaMDEy8aWFcAsCoPeG4O6G4FBa8FbqAtTTAyWS9beD4B8IYlzu+A+/d1/Yykw0YDSc+BOXr5LbcXNhwn/CqrYF/HQ2znujsGsWSgpQYqtYUxCIiXdfnr8Pyz5qfv0d/GL4jFBXnth6LPoJFM1t2TN/1s/8q/dXc0GWnvdSugTtPaDrfe/eHlzRPryHw3UehtGfDtKIS6DWw/vPQLeG8D2BVG4MUKwpdrxLjQo65KZRZW922cpP1Ggxx7zJfXAKT/gMrF3dKi93KW3YBZnf4eZtLQUoMpXb3ivl/YCIihayuDlYsgOKy1Ie5lPQvgOjHp1emwlMXtfw8m02E/f/QZLZuVVG3nuWfN55x9lNwz2ktrwfAhJ/DtpNS981/A279ZuvKi7uv/x4GbtjZtWiTN996C4CtNt8Ubju2PuGwa2DjA6B7C8aWFJe2T+tEzwG5LzNfZPp/Rweosxz/8JFjClJiqDalu5daUkREYmnFQrhuP/jq4/B562/BxKvrfx1etQT++XVY9EHbz/XuPeHVhF0Sb2a0/ZRZTf99eHWm8nVhh5OhelUIEHsOgEFj4JMXMw8Cb42iojDger2xuSmvEy35vCy82WQC/GQOvHM3jNwDBo7uzGqJNEpBSgxVJ01BXBr3pkoRka6iqgL+c0oYVNwc6YNc37g1vBIz9DQ1CHbDfaC4W+N5Zj7YvLq0xfCdmv4Vu6aq+f3mh24VuoW1l/W2gd1+lLn726g92u+8XUWP/rD9SZ1dC5EmKUiJoZqkMSnFakkREekY0y/MTVCQLTgpXzdsew6Cb/wZhu/QdFlLP4H/fA++mtOsU1dVVQFQVlbWdOZuvWHv85s/G9YnL8ID58CqxZnTS3vArufAtt9pXnkiIo1QkBJDKSvOa+C8iEj7WvQRPHcZvHZT647f+CBY/GH2bl1bHQOH/b11i8f1Gw4nPdx0vsiM6dMBmDBhQsvP1ZTh4+D7z+W+XBGRDBSkxFBFZf3sFmWl8R7UJCKS12qq4MZDUmfbWn8cHNPIatXJSrqF7jPusPLLsM2ULiIiLaIgJWY+qahjnZowJmWdPmX07VHayTUSEelg7mFQOoQH/JVftt+5Pn0pNUCx4jCLVktnLzKD3h27WrSISFemICVmkib2YsthfTuvIiIinaG2Bm6aCHOe6Zzzn/BfWH/7zjm3iIispamjYmwLBSkiUmg+fqrzApRj74QNdu6cc4uISAq1pMTY+v0zrP4q+aeuDp75U5jWdOMDYPsTO7tG+eGruTDt91CzGnY6A762Y/a8Hz4Or1wfxhdA6Hozei/Y6fsdU1fJnY+yTHPbrTeUtWDBuZawIhjzddho3/YpX0REWkxBSoz1LtPX0yW8dy9MuyC8//ARWHcrGLZd59YpDt7/L3z+euq+fsOhe1+Y/2YI7BLevRfGnQLd+zUsZ9mn8Ma/Gu7/8NGwXsOI8bmsdeu5w3v3hZW5i7tBXW3Tx5T1DgsENnesQ9UKeO3mRqaI7Q5bHgX9vtb8enekOc/CC1el7TQ46BLY4budUiUREekcegqOsfLu+nq6hLnPp35+6mI49C/Qa1Dn1Ke91NbAvBlQtTx1f/d+MHxHKE66n2c+DLcd27LyX7ym5XWa93x8gpQXroZHftby4x77Ffzog+YN5L739BDQNeaJ38CR/4SSHrDu1tB3WMvr1Bzz34RlnzQ//6IP4PHJ9Z97DoJz3g5rb4iISMHRU3CMqSWlC1i5CD5/LXXfBw/B1ePDegNdJVBZvRT+/V346PHM6dseD4dcEbq+1VXD81e0Tz12PQdqq2HGX8LnBW+3z3laqnJ56wKUhEvGwPemwYCR2aez/eDRpgOUhLsSq00bTLobBo1pfd0yef1fMO13bStjr18qQBERKWB5+RRsZusDvwH2BwYC84F7gCnu/lUzyzDgROAUYHOgGJgJXA9c5e4N+mKYWW/gJ8CRwEigEngFuMTdc7BMcareaknJb/8+Gd66M3PaigXwzt0w7nsdW6f28Oxl8PivG8/zxm2hi9v9ZzZM2+kMKCuHpy5M3b/LD2HwptBzYOgi1Rgz2GAXGLFrCAoTQcr815t7Fe1r1pMN9405ANbbJvsxL1wFlcvqP1+7Z9judl5YJTzZa7eEVpSEDXaFkbun5nn9Flg6N+0kHmbSipvd/w+2O6GzayEiIp0o756CzWw08DwwBLgXeB8YB5wF7G9m4909S4fsFDcAk4CFwO3ASmAf4HJgdzM7yr1+VS4z6wc8A2wBvAP8HegFHAL818zOcvec/jxcrpaU/LVkdvYAJWHWtGYFKUW1lWz63mUw4ztQtQzW2RIOvwbW2Sw3dW2pd+8LQUlVRXiIrl3TMM/GB4btvBdg9RKorcocoPReB/b7HRQVwdhj4ak/hrw7nQ7Dtk0qb//m12/wplBUGlpsvpoDk/vCwA3DOJCF74Y8QzaHQ69s/7FB794bujBVfJG6/5ibYdODGz92t3PhlqNg9rTU/c/8CZ75E7uURrP/zfDULnbFZXDY1Q3Hnez+f2FV9U9fgsUfZV8dPddG7w0lZc3LW1QMWxwBmx/WvnUSEZHYy8en4L8SApQz3f3KxE4zuxQ4B7gAOK2xAsxsIiFA+RgY5+6Lov2lwB3AEcDxwNSkwyYTApT/AMe4e010zGDgReBPZvaQu3/Y5iuMqCUljy14q/59SXfoPwLGnw3/u7q+VeCjx2DJx6ELTyO+Nu/fDF40o37HF2/B1TuH2ausODXzBruELk9mmQtbvRSmXxgeUgGKS0Nw0NQDc8LKRXDvGQ3HnSSM3B0O/0f9+ImHf55hIHSk1xD4xmUhQAHovwFMzJK3JUq7w9hvwas31u9LXG/Cwnfg2r1g1J5Q1Mz/zmoqYdGHMHTL5uVf/RV89nLD/Sc+3LxpbotL4Tv3hBnO3rgVls5LSe5WvSzzcYdckXlgfFFRCHwSXvgb/O9v9TOi5VrPAWHA+9d2ap/yRUSkS8urp2AzGwXsB8wB0p9mfk3oujXJzH7k7isbKerwaHtJIkABcPdqMzsfmAj8kNQgJXHMrxIBSnTMl2Z2CXAlITj6UQsvK6Migx6lxU1nlHhKHgsx7nuhtQBg62/CP/eHT14ILRBPTIGjpmYuY8lsmHEVI+bekTk9Uxeijx4L4ws2/UbmY164OgRKyWY+GGZ82vXcpltnXr0hc4DScyAcfz+ss3nq/h1PzRyk7PtbGJ+hZSVX9jo/TFiQHpykS2+laI6PFrSuThC6eA1vZCrlTPb8eXgtngVTD4KK+ZnzdSuH4+4IgWpz7HRaeImIiMRQXgUpwF7R9lF3r0tOcPcKM3uOEMTsBGSZbB+AodF2doa0xL5tzayfuy9twTF7N3LOFuldVoJl+zVc4m9eUsvH0K3q35uFgOW6fcLnd+4OrSzjToE+69Xnq62Bmw4L3ZVaauZD2YOUz1/NvP+tO8PrkL+EVpUe/TLn+yzp+D1/UT9uoMeA1Nm7EvpvAD+dB1dsC6ui3wO+/R/YMGf/qWTWewj84GVY+WUIzJ69tH3P15TDr4UN9wmtC601cDSc887a6YWfez7MGjd+lygo6d4PSrq1saIiIiLxkG9BysbRNltn6g8JQcoYGg9SEq0nmfrZjEp6vwnwQtIx60bHvJvlmE0aOedaZvZKlqS1x5dSy/Tp05tTnHQ2d8xr8ajb0KAvZ7BFtGK2Y/zvM6dyyfSUQzYbPJ4hXz4XPjz7Z2pmXMMr211CTUlPiurW0HvFHLZMClAc482tfk11aTlFdbWU1FSklNe9ciFjPvw7AFXv/pcZfY9s0OWrqHYNu8x+bu1/9J+v+3XWm/9I6rXc9wOqH/wZr21zIVVl/akt6ZWSvOOcl0jMt/Ty8kGseDn9P4XMire9gj7LP2B1j6FUfloMn05v8picKdmD3tsNp6RmBTUlvVnTrR/d1iyl25olzS6i94rZjPr4FgCquvVn5sY/aPaxq3oOo3LJEHjxzRZXvTEVVaGldXozvwMpDBUV4f8N+vdDkum+kEzq6uqaztSJ8i1IiUaKkqUz9tr9/Zoo5wHgW8C5Znabuy8BMLMSYEpSvv5px3wPmGxm30rM/mVmA4FER+8yM+vh7qubczGN0Zj5/GB1tWz+zh8YtPglZo88jqqyQWz6/uVr0xcM3ZvKHg3Xt5g96ngGLfofRVHPwZLalez4YvauNzPG/Iw1AxqZCcprGfnxLZTWrKBszVf0WjmXlb1HrE3us2wmW735K0pqK9fumzX6RBYM3ZuRH99E/6X1Y2hKayoY99IZOEV8uNHJfD7soFDH6hX0qAwDwOushJW9hjf+x0lSW9KLrxqrfztbUT4q5fOasgGk/h7RuCUDt2fJgG3pvWIuX6yzO15UmuMaioiISLKu9iic+OnYG80FtwHfBg4A3jWz+4BVhNm9RhNaZDYCkqch/hWhleYoYFMzewLoCRwKVETH90w7JiN3zzilUNTCsi3AwL59mDBh16aKks60chFcsc3aMRqj5twKyb0Qi0pZ99i/sG6fdTMfv9FAePT8+hmnsnhnsx+zZsiOTJgwofH6LNo3dB8Ddnjr/NQZlVZ+2SD7bvscEL07NQwy/+95YWatiFHHmA+vYcycW2D97WCdLeovbZ3N2GOvfRuvT5czAWhmc2kHSPwi2uR9IQVF94VkovtCMilKTFwTU/GuXUOJlpK+WdL7pOXLKBrPcghwHrCAMNPXScCnwK5AYgrjhUnHLAB2AK4gTD18OiFAeYAQ3PQAlrl7hvlYW27br/XLRTHSnh79Zeogck9rNj30L5AtQIEwRuH0GbDu2NT9xWXQZxj0WR+2mcSXg5s5O9LopHEeVctDYJJ4pfta2uDqbb8Dv5gPO5wMfdNaSKpXwsdPwwt/rd+nNSxERESkHeVbkDIz2mZbHnmjaNvkAgDuXuPul7j7WHfv4e593H1/wniTscBqwnooycd86e5nufsod+/m7uu4+3cJ41QMeKkV15RicM8iLjpiS3524KZtLarrm/McvHgtVLe5d13LuIf1PN64NXueMfuHmbyaY8N9Uj+P/Rac+y6c+04IdNKnGc5mi8Nh3a2blzfTrE5FxWHK2HPehpOfhO5ZfgsYtHFYQV5ERESkneRbd6/EfKH7mVlR8gxfZlYOjCcEFy9kOriZJgHdgRvcvbqZxyRW5LulDecFoGcJHLNDhjUOJNWSj+GGg8Fr4dk/ww9fgdIeqXkqvoDPXoGhW2ReNyKZe1ipfMCo7DNbJXz0BEy7oP7z13YOiwImVjkH2P6k5l/L5hPDAn0JQzbPmrVR3XrBKU+FbmiJHo/LPq1fqRzCooanvxDW4GjM+tvB/80Ka33cfWr9dMdWDAf+MfNMXiIiIiI5kldPGu4+y8weJYwNOYOwNknCFEI3rL8n1kiJFmccDVS7+6zkssysj7svT9u3A3AhsAL4TVpaEdDT3Vek7T+ZMAj/dXIQpEgzffxUCFAAln8WFuY77bn6hQGXfw5/2zVM12pFcOrTjS/Cd98P4bWbYPAmcMr0hgFPsuTphQEOviI8/G82MTzUDxwdXs01dEsYexy8fkuo6+i9mj4mGzPoPbj+c+8hIYD6LJpQbsz+TQcoCcWl4fhj7wirlFetgEEbhkBOREREpB3lVZASOR14HrjCzPYG3gN2BPYkdPP6RVLeYVH6XGBEWjmPmdlq4G3CwPfNgQOBKuBwd09fD6Un8IWZPQYkVojbDRgHzAIOa0HLi7TVF++kfl74bli4b3DUE3DaBWvXk8Dr4O3/ZA9S5r0QAhSAL9+H2U/BxvtnP3eiXICx364/5/AdWn4dCd+4LLTIDNooBAK59M1/hesvK4ctjmj58cWlzV8gUERERCQH8i5IiVpTtie0dOxPCCzmEwa0T0lMJ9wMdwHfJMzy1QP4HPgHcKG7z8mQv4owK9iuQGJao1mEle4vTW9hkXa24K2G+67aAXoOCkHJ6rTb4Iu3G+ZPmPlQ6udbj4Edvw/7/6HBWiNAapCyYRtaPZKVdINtJ+WmrHTlQ2Hn09unbBEREZF2kHdBCoC7fwKc2Ix8c6ifljg97WLg4hacsxr4bnPzSztb+F7m/YlVzdNlCmoSVnzRcN//robXbg7jL8Yem3aOpCCl58DG6ykiIiIiLZaXQYoUiJqqsO7Hog/D55LuYQar3kOgcmnLyqqYD0/8Fvb6ZcPWkUxBCsCaCrjn+/DWXbDnL8JgckgLUga1rB4iIiIi0qR8m4JYCslL14WZpZ75U3hN+x1cuS3MebY+T48B0CtpoPi3bste3jN/gv+cAh8/A5VJcyasWFj//sjroXu/1ONmPQHXHwCLoqFIakkRERERaVcKUiS+EjNSpbs1af2RIZvBD1+Fb/8Hzn4LNj4grPWRcMAfU4996w644RtwzR5QE627mdyS8rWd4KzX4eDLU4+rrQpBUk1V6uKIClJEREREck7dvSS+airr3/foH6b3Tdd3GHTvAxsmrba+3UmhhaV7n7BQ4jpbwNQDU49bMjuMU1lvbGrLSK/BYTar7U6AYdvD0xfDu/eEtHfuDq+Esj5hwLuIiIiI5JRaUiS+aqrq329+WOY86V2zIKyVssXh9Su5jxgPpz3bMN8Xb8HL/wyzgUEIbJLXEBm6BRx9AwzcKPO5m1ogUkRERERaRUGKxFdyS8qmh4RpgdMN3rh5ZQ3dEs59P3XfrGnw4Hn1n/usl/nY5FaahL7DYd8pzTu3iIiIiLSIghSJr+SWlNIecMCFMHkZnPAgdCuH/iNhs0ObX16fdeG4u+o/J7pxJez8g8zH7fR96D00vLci2GcynPN2fUuNiIiIiOSUxqRIfCW3pJSU1b8fMR5+Og9wKCpuWZnDx4UAZ01F6v6jboDNJ2Y+pv8IOPddWLUkBEtlvVt2ThERERFpEbWkSHwlt6SUdE9NKypqeYAC0L0vTPhJ6r7RezfdIlNUDL0HK0ARERER6QBqSZH4ytaS0lY7/wDK14UlH0OPfrDV0Q0XeBQRERGRTqMgReKrsZaUtjCDLY/MXXkiIiIiklPq7iXxldKSksMgRURERERiTUGKxFdKS0oOu3uJiIiISKwpSJF4ck9tSSlWkCIiIiJSKBSkSDzVVgMe3heVQLGGT4mIiIgUCgUpEk8ajyIiIiJSsBSkSDzVrql/r/EoIiIiIgVFQYrEk1pSRERERAqWOvpL+1mzEt64DSqXhQUT+67f/GM1s5eIiIhIwVKQIu1n+oXw/BXh/bv3wqlPNf9YtaSIiIiIFCx195L28+Fj9e/nvw6Vy5t/bEqQopYUERERkUKiIEXaR3UlLPogdd9XHzf/+JTuXmpJERERESkkClIKwUdPwFU7wR9HwY2HwsrFsGpJeD/1G7ByUe7P+eV74LWp+5bMbv7xr9xQ/14tKSIiIiIFRWNSCsFTF4WgAWD2dHh1alggcfb0sO/+s+Cbt6QeU7MGpl0A1ath719BWe+WnfOLdxvua0mQ8uZt9e+7tfDcIiIiIpLX1JJSCFYtSf28eHZqS8X7D4RZuOrq6ve9dSc8dxm8+Hf4wzB48ncw9/nmnzNTQDLnueYfb8X177c7ofnHiYiIiEjeU5BSCNK7XS3/DAZumLrv7lPhtZvqP3/4SGr60xfD9QfAE7+Fd+8Lr1nTUseOJMsUpMx6Ap67HNxbVufRezedX0RERES6DHX3KgRel/p5+WfQc1DDfG/eDqP3DO+zdc165k+pnzc9BI65KXVfxRepg+b7j6wfNP/Yr6B738ZbR5JbdDAoUiwtIiIiUkj09FcI6tKClGWfwYovGuab+xxctmV4LXirfv+G+2Yv+737w0B8CC0ktx0Hl4yBL96uz3PU9anHJHc1y1jfmvr3RcXZ84mIiIhIl6SWlEKQ3t2reiUsmVX/uc+w0LqSSb+vwbfvgg8egTduhdrqsP/Tl2HFAsDhirFhIP7qJQ2P7zEA1h0Lx9wMt3877Pv8tRDY9BqYmveLd+He01NbeUxBioiIiEihUZBSCNK7eyUrKoXDr4VHfg6rFqemde8He58f3o/5englPPXHMPsXQFWWRRqHbAa7/x+YwaYHw/Cd4JMXAIeLR6WONfHa+tnGUuqnIEVERESk0ChIKQR1tdnTeg+BEePh1KdaVuZ2J8Lr/8q8QOPQreD4+6FHv9T923w7ClIis55o+jxFukVFRERECo2eAAtBckvK2W+Fwevv3B0+b3F468rsPRjOfK3h9MZm0KN/2KYbeyy8eiN8+mLzz2MaNiUiIiJSaBSkFILkMSmlveCI62CnM0JXqvW2aX25Zg3HlTSmqBiOvy+MZ8k0dfF9P4SKzxseIyIiIiIFRUFKIUie3auoKDz4D9+hc+pS2gNG7pY5bczX4ZW0mcA0cF5ERESk4KgvTSFI7u4V54f+TK0mGpMiIiIiUnAUpBSC5O5ecR7jkSkgUXcvERERkYIT4ydWyZnk2b3i/NCfKUiJc1AlIiIiIu1CT4CFIKW7V4y/8kx1i3NQJSIiIiLtIsZPrJIzKd29YvzQn7G7l8akiIiIiBQaBSmFILklJc4tExm7e8W4viIiIiLSLhSkdHXJ0w9D5kUW4yLj7F4KUkREREQKTV4GKWa2vpn908w+N7MqM5tjZpeZWf8WlGFmdpKZvWBmFWa2ysxeM7MzzTL/fG9mZWZ2hpm9aGaLzGyFmb1nZleY2Qa5u8IcypeuXpA5IInzGBoRERERaRd59wRoZqOBV4ATgReBPwOzgbOAGWbW3CXQbwCuA0YCtwPXAt2Ay4HbzVKbHMysBHgC+AtQDtwK/A1YCPwQeMPMNmvTxbWHfBk0D5mDKI1JERERESk4+fgE+FdgCHCmu1+Z2GlmlwLnABcApzVWgJlNBCYBHwPj3H1RtL8UuAM4AjgemJp02GHAeEKgsp97/dO/mU0BfgWcB5zUpqvLtXyZfhi0ToqIiIiIAHnWkmJmo4D9gDnAVWnJvwZWApPMrFcTRR0ebS9JBCgA7l4NnB99/GHaMaOi7X+TA5TIvdF2cBPn7Xj5sto8aOC8iIiIiAB5FqQAe0XbR9MDBXevAJ4DegI7NVHO0Gg7O0NaYt+2ZtYvaf870fYAswb9pr4RbR9v4rwdL19WmwcNnBcRERERIP+6e20cbT/Ikv4hoaVlDKFbVjaJ1pORGdJGJb3fBHghev9f4D+EVpi3zOxxYA2wHbArcCVhvEqTzOyVLEmb1NXVMX369OYU0ywl1RXsGr2vrqvjuRyWnWvrfTabMWn7vlpWwRsxrnNHqKioAMjpfSH5T/eFZKL7QjLRfSGZ1KXPABszMf9pvYG+0XZZlvTE/n5NlPNAtD3XzAYkdkaD46ck5Vs7W5i7O3AkMJkQLJ1JGIOyJ/A08C/35GaLeDD3pE/x/ro9Q9cuj3vrj4iIiIjkXL61pDQlMSOXN5oLbgO+DRwAvGtm9wGrgH2A0YQWmY2AtUGHmXUHboyOOYMwDmUVYTD9FcDTZnaUu99LE9x9u4yVN3ulqKho2wkTJjRVRPOtWAjPh7el3crIadm59uonDdrIBgwcFO86d4DEL1+F/neQVLovJBPdF5KJ7gvJpKgo3j8Ex7t2DSVaSvpmSe+Tli+jaDzLIYSWkAWEmb5OAj4ldN1aHGVdmHTYT4GjgF+4+9/dfYG7L3f3hwgtLKWE6YvjJV9Wm4css3t1tThaRERERJqSb0+AM6Nt+tCFhI2ibbYxK2u5ew1wSfRay8x6AGOB1dQPlof6wfHTMpT1hpktATYws4Huvjg9T6epy6eB85rdS0RERETyryUlESDslz7DlpmVE7peraZ+sHtrTAK6A3dEUxInlEXbBtMMm1kZ9a04a9pw7tzLqxXnM9yOMW+KFBEREZHcy6snQHefBTwKjCCMC0k2BegF3OjuKyEszmhmm0Sr1Kcwsz4Z9u0AXAisAH6TlvxMtP15FJQkm0xolXopmgo5PlK6e8X861ZLioiIiIiQf929AE4nDAW/wsz2Bt4DdiTMsvUB8IukvMOi9LmEwCbZY2a2GngbqAA2Bw4EqoDD3T19DZULgIOBvYH3zexhQqvNeGBc9P6s3FxiDuV7dy+NSREREREpODF/am0oak3ZHphKCE5+RJiR6wpg5xaMB7kLKCfM8nUusCXwD2Bzd38kw3k/A7YljGGpBE4EfkBYGHIqsK27z2jtdbWb5CmI494qkal+cR/sLyIiIiI5l5c/U7v7J4Qgoal8c6ifljg97WLg4hae90vCjGDnteS4TpVXK86ru5eIiIiI5GFLirRQcnevuLdKZKpf3MfRiIiIiEjO6Qmwq0seOB/3VomMQUpeNvaJiIiISBsoSOnq1N1LRERERPJMzJ9apc3yfQriuHdRExEREZGci/lTq7RZXXJ3r5h/3ZlaTdSSIiIiIlJwYv7UKm2WVyvOawpiEREREVGQ0vWldPeK+QO/unuJiIiICApSur68WnFe3b1EREREREFK15dX3b3UkiIiIiIiOQ5SzOw0M5tlZutlSR8WpX83l+eVRqSsk2KdV4/m0DopIiIiIkLuW1KOBea7++eZEt39M+BT4Ns5Pq9kk08rzmt2LxEREREh90HKxsAbTeR5E9gkx+eVbNzr38f9gT9jdy/1SBQREREpNLl+AuwLLG0iz3Kgf47PK9nk1YrzakkRERERkdwHKfOBrZrIsxXwZY7PK9nkU3evjC0pGpMiIiIiUmhyHaRMA/Y3s10zJZrZbsABwBM5Pq9k43m04rwWcxQRERERch+kXASsAR43s0vNbD8z2zza/hl4DKiK8klHyKfuXho4LyIiIiJATvvSuPtMMzsa+BdwNnBWUrIRxqMc6+7v5fK80oi8X3E+5oGViIiIiORczjv8u/t/zWwUcAKwI9CPMJj+BeAGd1+c63NKI/JqxXmNSRERERGRdghSAKJA5JL2KFtaKGVMStxbUtTdS0RERERyPyZF2svcGfDC1VC1omXH5dPA+Uz1i3sXNRERERHJuZy2pJjZ7s3N6+5P5/LcXdqKhTD1oDAI/skL4Ow3oeeA5h2bT1MQm0GvIbByYf2+XkM6rz4iIiIi0ily3d1rOuBNZYrE/Ik5Rr6cWT9L15oK+OvO8MNXoKx3fZ6aKigpa3hsPnX3Ajjwj/D0JeE6R+4Bo/fs7BqJiIiISAfLdZDyGzIHKf2AHYBdgPuBV3N83q6trib184oF8PyVsOfPwudnLoUnpsCYA+Cb/0qdEStlCmJr/7q21eaHhZeIiIiIFKxcT0E8ubF0MzsBuBL4RS7P2+WlBykAT10IL/4dVn9Vv++Dh+Czl2H4uKRj86i7l4iIiIgIHTxw3t2nAjOA33fkefNebXXm/ckBSsJ1+0J1Zf3nfOvuJSIiIiIFrzOme3oDaPYAewHqsgQp2Uy7oP59Ps3uJSIiIiJCO62T0oThnXTe/JXcktK9L1QuC+9Le0JRKVQtS83//BXw9r9h7LHQc2D9fnX3EhEREZE80GHBgpkVAycCRwLPdtR5u4TkMSkbfR32Ph+WzoN1x4aB8cvnQ9/14Q/D6vMt/wyevji1HLWkiIiIiEgeyPU6KbMbOc860XYN8PNcnrfLSw5Sikqg39fCK6F737Dd6XR44a/Zy1GQIiIiIiJ5INctKUVknoK4GngLeBG40t3fy/F5u7bk7l7FjXxl6+/QeDnq7iUiIiIieSDXUxCPyGV5EklpSSnNnm/kHtCtPCyEmIlaUkREREQkD2gAez5IaUlpJEjpNRBOfgw+fSmsQP/geanpmoJYRERERPJAuwQpZrYusDcwDCjLkMXd/bftce4uKXkK4qImvrIhm4bXss8yBClqSRERERGR+Mt5kGJmU4CfppVt1I9VSbxXkNJczW1JSVY+tOG+br1yUx8RERERkXaU05/Wzew44HzgGcJUwwbcABwLXAvUAbcBe+XyvF1eXW39+6ZaUtbmKw7jU5JtcUTu6iQiIiIi0k5y3f/n+8CnwP7ufne0b4673+bupwHfAI4G+uT4vF1bSnevZrakAGx/Qtj2GQY/nQf9hue0WiIiIiIi7SHX3b22BG5196TpqFg7WtvdHzGzR4D/A+7P8bm7ruZOQZxu39/C1t8Ka6qUlTedX0REREQkBnLdklIKLE76vBrom5bnbWDrHJ+3a2vuFMTpzGCdzRWgiIiIiEheyXWQMh9YN+nzPGCrtDzDgBqk+VozcF5EREREJE/lOkh5jdDlK+FJYDczm2RmvczsIOCIKJ80V0umIBYRERERyXO5DlIeADY3s5HR5wuBZcBUYDlwH2HGr1/m+LxdW0p3LwUpIiIiItK15TRIcfep7t7T3T+OPn8C7ABcDTwKXAPs4O4vtOU8Zra+mf3TzD43syozm2Nml5lZ/xaUYWZ2kpm9YGYVZrbKzF4zszPNGi7NbmZTzcybeD3RluvKqjYpSFF3LxERERHp4tr9Z/koYPlBrsozs9HA88AQ4F7gfWAccBawv5mNd/fFjRSRcAMwCVgI3A6sBPYBLgd2N7Oj3N2T8t8DzMlS1iRgFPBQS6+nWVo7BbGIiIiISB7Kx75DfyUEKGe6+5WJnWZ2KXAOcAFwWmMFmNlEQmDxMTDO3RdF+0uBOwjjZo4ndFMDwN3vIQQq6WX1A34MrEnOn1OtnYJYRERERCQP5XpMSrsys1HAfoQWjavSkn9NaA2ZZGa9mijq8Gh7SSJAAXD3auD86OMPm1mtSUAP4D/JZeVUa6cgFhERERHJQ3kVpAB7RdtH3b0uOcHdK4DngJ7ATk2UMzTazs6Qlti3bdRK0pTvRdtrmpG3dWo1u5eIiIiIFI58C1I2jrYfZEn/MNqOaaKcRIvHyAxpo5Leb9JYIWa2M2HK5Q/cfVoT52y9Og2cFxEREZHCkW8/yydWr1+WJT2xv18T5TwAfAs418xuc/clAGZWAkxJytfUbGGnRNtrm8iXwsxeyZK0SV1dHdOnT0/ZufXiL9dW5I233uGrzxSoFJKKigqABveFFDbdF5KJ7gvJRPeFZFJXV9d0pk6Ub0FKUyzaeqO54Dbg28ABwLtmdh+wijC712hCi8xGQG3WE5n1BY6mPQfMJ87l9S0pderuJSIiIiJdXL498SZaSvpmSe+Tli8jd68zs0MI0xZPil7VhKmNjwf+QghSFjZSzLcJ419ua+mAeXffLtN+M3ulqKho2wkTJqQmfNRr7RVts+0O8LUdW3I6yXOJX74a3BdS0HRfSCa6LyQT3ReSSVFRvEd95FuQMjPaZhtzslG0zTZmZS13rwEuiV5rmVkPYCywGninkSISA+b/3tS52kxTEIuIiIhIAYl3CNVQYnD6fmaWUnczKwfGE4KLtqxoPwnoDtwRTUncgJntCGxNGDA/vQ3nalptDVQurf+s7l4iIiIi0sXlVZDi7rOAR4ERwBlpyVOAXsCN7r4SwuKMZrZJtEp9CjPrk2HfDsCFwArgN41UJTFgvv2mHQaoqYJr9oCv5tTv0zopIiIiItLF5ePP8qcTxo5cYWZ7A+8BOwJ7Erp5/SIp77AofS4hsEn2mJmtBt4GKoDNgQOBKuBwd8+0hkoiuDmGMGD+htxcUhZzn4cv3k7dpymIRURERKSLy6uWFFjbmrI9YUatHYEfEWbkugLY2d0XN7Oou4BywgD4cwnrnfwD2NzdH2nkuOMILTbtt8J8wrJPGu5Tdy8RERER6eLy8onX3T8BTmxGvjnUT0ucnnYxcHErzn01cHVLj2uV5fMb7lNLioiIiIh0cXnXklJQZv439XNRKZQ1GEojIiIiItKlKEiJq7f/DfPfSN339Qugu4IUEREREena8rK7V0F4847Uz6c+Detu3Tl1ERERERHpQGpJiasv3k393O9rnVMPEREREZEOpiAlrmoq69/v/APo0b/z6iIiIiIi0oEUpMTRmpWwcmF4X1QC+0zp3PqIiIiIiHQgBSlxtHRe/fu+w6FYQ4dEREREpHAoSImjr+bUv++/QadVQ0RERESkMyhIiaOUIGVEZ9VCRERERKRTKEiJo6/m1r9XkCIiIiIiBUZBSsz0qFwIL/69fkc/dfcSERERkcKiICVmSmoqwOvqd6glRUREREQKjIKUuOszrLNrICIiIiLSoRSkxF1xaWfXQERERESkQylIiTvTVyQiIiIihUVPwHGnIEVERERECoyegOPOrLNrICIiIiLSoRSkxJ1aUkRERESkwOgJOO4UpIiIiIhIgdETcNwpSBERERGRAqMn4NjTmBQRERERKSwKUuJOLSkiIiIiUmD0BBx3ClJEREREpMDoCTjuNAWxiIiIiBQYBSlxpyBFRERERAqMgpQ4U1cvERERESlAegqOMwUpIiIiIlKA9BQcZwpSRERERKQA6Sk41jQeRUREREQKj4KUOFNLioiIiIgUID0Fx5mCFBEREREpQHoKjjMFKSIiIiJSgPQUHGdaI0VERERECpCClDhTkCIiIiIiBUhBSpypu5eIiIiIFCA9BceZghQRERERKUB6Co41dfcSERERkcKjICXO1JIiIiIiIgVIT8FxpiBFRERERAqQnoLjTEGKiIiIiBQgPQXHmaYgFhEREZECpCAlztSSIiIiIiIFKC+fgs1sfTP7p5l9bmZVZjbHzC4zs/4tKMPM7CQze8HMKsxslZm9ZmZnmllxE8cdb2bTzWyJma02s4/N7A4zG5ObK1x7spwWJyIiIiKSD0o6uwItZWajgeeBIcC9wPvAOOAsYH8zG+/ui5tR1A3AJGAhcDuwEtgHuBzY3cyOcndPO3d34E7gG8BM4F9ABbAesBswBvigrddYf8K8jCFFRERERNok74IU4K+EAOVMd78ysdPMLgXOAS4ATmusADObSAhQPgbGufuiaH8pcAdwBHA8MDXt0EsIAcofgF+6e11auaWtvagsNc1tcSIiIiIieSCvfqo3s1HAfsAc4Kq05F8TWkMmmVmvJoo6PNpekghQANy9Gjg/+vjDtHOPJgQ/LwG/SA9Qko7PHbWkiIiIiEgByren4L2i7aPpQYK7VwDPAT2BnZooZ2i0nZ0hLbFvWzPrl7T/W4S/1w1AHzP7tpn9zMxOMbMNW3ANzacgRUREREQKUL5199o42mYb9/EhoaVlDPBEI+UkWk9GZkgblfR+E+CF6P0O0bYvMAsYmJTPzexqQhe02kbOC4CZvZIlaZPkDytXr+al6dObKk66uIqKCgCm616QJLovJBPdF5KJ7gvJpK6uQaegWMm3n+r7RttlWdIT+/s1Uc4D0fZcMxuQ2GlmJcCUpHzJs4UNiba/AV4GtgTKgb0JQcvp1HcVyxGNSRERERGRwpNvLSlNSTzVe6O54Dbg28ABwLtmdh+wijC712hCi8xGQHKrSGJa4vnAYe6+Ovr8pJkdCbxKCHp+7+5rGju5u2+XsfKhhWXbxOdevcuZMGFCE5ciXV3ily/dC5JM94VkovtCMtF9IZkUFcW7rSLetWso0VLSN0t6n7R8GUXjWQ4BzgMWEGb6Ogn4FNgVSExhvDDpsK+i7cNJAUqivDcIM4WVA5s2eRXNpTEpIiIiIlKA8q0lZWa0zbZo4kbRtsm1Sty9hjCl8CXJ+82sBzAWWA28k3bu/YClWYpMBDE9mjp3s2kxRxEREREpQPn2U/20aLufWWozg5mVA+MJwcUL6Qe2wCSgO3BH2pTCiYH4W6QfYGZl1AdIc9pw7vSSc1eUiIiIiEieyKsgxd1nAY8CI4Az0pKnAL2AG919JYTFFc1sk2iNkxRm1ifDvh2AC4EVhAHyyR4iTE/8dTPbNy3tfEIXtKfcfUFLrysrdfcSERERkQKUb929IMyi9TxwhZntDbwH7AjsSejm9YukvMOi9LmEwCbZY2a2GngbqAA2Bw4EqoDD3T1lDRV3X2NmxxOCpIfM7O6o3B2A3YEvgVNyd5koSBERERGRgpR3T8FRa8r2wFRCcPIjwoxcVwA7u/vi7EenuIsw0P3bwLmEKYX/AWzu7o9kOfez0bn/DewBnElYV+UaYFt3b3IsTIsoSBERERGRApSPLSm4+yfAic3IN4csAzvc/WLg4lac+13gmJYe1yoaOC8iIiIiBUg/1ceZWlJEREREpADpKTjOFKSIiIiISAHSU3CcKUgRERERkQKkp+BY05gUERERESk8ClLiTAPnRURERKQAKUiJM3X3EhEREZECpKfgOFOQIiIiIiIFSE/BcabuXiIiIiJSgBSkxJlaUkRERESkAOkpOM4UpIiIiIhIAdJTcJwpSBERERGRAqSn4FjTmBQRERERKTwKUuJMLSkiIiIiUoD0FBxnmt1LRERERAqQgpQ4U0uKiIiIiBQgPQXHmVpSRERERKQAKUiJM7WkiIiIiEgB0lNwnClIEREREZECpKfgOFOQIiIiIiIFSE/BsaYxKSIiIiJSeBSkxJlaUkRERESkAOkpOM4UpIiIiIhIAdJTcJwpSBERERGRAqSn4DjTkBQRERERKUAKUuJMLSkiIiIiUoD0FBxnClJEREREpADpKTjOFKSIiIiISAHSU3CsaVCKiIiIiBQeBSlxppYUERERESlAegqOMwUpIiIiIlKA9BQcZ6buXiIiIiJSeBSkxJnXdXYNREREREQ6nIKUOKur7ewaiIiIiIh0OAUpceYKUkRERESk8ChIiTO1pIiIiIhIAVKQEmcakyIiIiIiBaiksysgjWikJaWuro4lS5ZQUVFBVVUV7t6BFZOO1LNnTwDee++9dj2PmVFWVkZ5eTkDBgygqEi/YYiIiEjnUJASZ1nGpNTV1fHJJ5+watWqDq6QdIZEkNLe3J3KykoqKytZuXIlw4cPV6AiIiIinUJBSpxl6e61ZMkSVq1aRUlJCUOHDqVXr156mOzCKioqACgvL2/X89TV1bFy5UoWLFjAqlWrWLJkCYMGDWrXc4qIiIhkoifbOMvS3Svx0Dp06FDKy8sVoEhOFBUVUV5eztChQ4H6+0xERESko+npNs7qajLurqqqAqBXr14dWRspEIn7KnGfiYiIiHS0vAxSzGx9M/unmX1uZlVmNsfMLjOz/i0ow8zsJDN7wcwqzGyVmb1mZmeaWXGG/CPMzBt53ZbbqwSyDIZPDJJXC4q0BzMD0GQMIiIi0mnybkyKmY0GngeGAPcC7wPjgLOA/c1svLsvbkZRNwCTgIXA7cBKYB/gcmB3MzvKMz+lvQHck2H/2y28lKZpMUfpBIkgRURERKSz5F2QAvyVEKCc6e5XJnaa2aXAOcAFwGmNFWBmEwkBysfAOHdfFO0vBe4AjgCOB6ZmOPx1d5/c1otoFi3mKCIiIiIFKK/6C5nZKGA/YA5wVVryrwmtIZPMrKnBGodH20sSAQqAu1cD50cff9jmCreVWlJEREREpADlVZAC7BVtH3VPnZ/X3SuA54CewE5NlDM02s7OkJbYt62Z9cuQvp6ZnWpmP4+2WzWv6q2glpRYmTx5MmbG9OnTO7sqIiIiIl1avnX32jjafpAl/UNCS8sY4IlGykm0nozMkDYq6f0mwAtp6ftGr7XMbDpwvLvPa+ScyflfyZK0SfKHr75awhsZHoh79uxJz549C36K2Llz57Llllty7LHH8re//a3dz5eY7WrVqlUd+revrQ3Bakefc9WqVQrIYixxP+g7kmS6LyQT3ReSSV1d5vX44iLfWlL6RttlWdIT+/s1Uc4D0fZcMxuQ2GlmJcCUpHzJs4WtAn4LbBft7w/sAUwDJgBPNKObWYtYlsUcpXOceuqpvPzyy2y33XadXRURERGRLi3fWlKakpiWqKm5U28Dvg0cALxrZvcRgpB9gNGEFpmNgLX9rdx9IfCrtHKeNrP9gGeBHYGTCbODNcrdMz7lRi0s2yY+9+vTmwkTJjTI99577wHtvwJ53PXu3RuA0tLSDvlblJeXM2LEiHY/T7qOWnE+WXFxMeXl5YwbN67Dziktk/hFNNP/I6Rw6b6QTHRfSCZxX8oi3rVrKNFS0jdLep+0fBlF41kOAc4DFhBm+joJ+BTYFUhMYbywqQq5ew3wj+jj7k3lbxG1pGQ1efJkRo4MvfVuuOEGzGzta+rUqUyfPh0zY/Lkybz44oscdNBBDBgwADNjzpw5AEybNo1TTjmFzTbbjD59+tCjRw+22GILpkyZQmVlZcZzZhqTYmZMmDCBRYsWccopp7DuuutSVlbG5ptvzvXXX9/efwoRERGRLiffWlJmRtsxWdI3irbZxqysFQUXl0SvtcysBzAWWA2808x6fRltc7sEvAbOZzVhwgSWLl3K5ZdfztZbb83EiRPXpo0dO5alS5cCMGPGDP7whz+w6667ctJJJ7Fo0SK6desGwEUXXcT777/PLrvswkEHHURlZSXPPfcckydPZvr06Tz++OMUFzdY1zOjpUuXMn78eLp168aRRx5JZWUld911FyeddBJFRUUcf/zxuf4TiIiIiHRZ+RakTIu2+5lZUfIMX2ZWDownBBfpg91bYhLQHbghmpK4ORKziWWaLaz1NAVxVhMmTGDEiBFcfvnljB07lsmTJ6ekJ1o7Hn30Uf72t79x6qmnNijjr3/9KyNHjmyweOH555/P7373O+666y6OOeaYZtXnjTfe4Lvf/S5///vf1wY255xzDltttRUXXXSRghQRERGRFsirIMXdZ5nZo4QZvM4ArkxKnkJoyfi7u6+EtYszjgaq3X1Wcllm1sfdl6ft2wG4EFgB/CYtbUfgNXdfk7Z/L8IikgA3t+0K07Ry1oURP/1vTqvRnuZceFC7lj927NiMAQrAqFGjMu4/++yz+d3vfscjjzzS7CClZ8+eXHrppSktL5ttthnjx4/n6aefpqKiouDHEImIiIg0V14FKZHTgeeBK8xsb+A9wqD1PQndvH6RlHdYlD4XGJFWzmNmthp4G6gANgcOBKqAw909vVXkImDzaLrhT6N9W1G/dsv57v58Wy9uTbf+QNSAs9cvGs0rTWts4PfKlSu5/PLLufvuu/nggw+oqKjAvX7Ohc8++6zZ59loo43o06dPg/3Dhw8HQncwBSkiIiIizZN3QUrUmrI9oaVjf0JgMR+4Apji7kuaWdRdwDcJs3z1AD4nDIC/0N3nZMh/E3AYsANhVrBS4AvgDuAv7v5Ma68p2Zpu/WGf06HHABizfy6KLGhDhw7NuL+6upq99tqLF198kS222IJjjjmGwYMHU1paCsCUKVPWrovSHP369cu4v6Qk/CeWWOtERERERJqWd0EKgLt/ApzYjHxzqJ+WOD3tYuDiFpzzOuC65uZvLcdg13OaztiI9u5ClU/Sx5sk3Hvvvbz44oscf/zxTJ06NSVt/vz5TJkyJeNxIiIiItL+8m0KYpG1EuM/WtNK8dFHHwFwxBFHNEh76qmn2lYxEREREWkTBSmSt/r374+ZMW/evBYfm1iUMX3Nk9mzZ/OTn/wkB7UTERERkdbKy+5eIhBWnN9xxx155plnOO644xgzZgzFxcUccsghTR578MEHs+GGG3LppZfy1ltvsc022zBv3jweeOABDjrooFYFPiIiIiKSGwpSJK/ddNNNnHPOOTz88MPceuutuDvrr7/+2paSbHr16sWTTz7JT3/6U6ZPn84zzzzDqFGjOP/88zn33HO5/fbbO+YCRERERKQBBSmS1zbccEPuv//+jGnJ0wlnMnz4cG655ZZmHzt58uQGi0Y2dZ6pU6c2GJgvIiIiIo3TmBQREREREYkVBSkiIiIiIhIrClJERERERCRWFKSIiIiIiEisKEgREREREZFYUZAiIiIiIiKxoiBFRERERERiRUGKiIiIiIjEioIUERERERGJFQUpIiIiIiISKwpSREREREQkVhSkiIiIiIhIrChIERERERGRWFGQIpLFiBEjGDFiRMq+qVOnYmZMnTq12eWccMIJmBlz5szJaf1EREREuioFKSJ5YsKECZhZZ1dDREREpN2VdHYFRPLJYYcdxk477cS6667b2VURERER6bIUpIi0QN++fenbt29nV0NERESkS1N3L8lLM2bMwMw4/PDDs+bZdNNNKSsrY8mSJaxZs4a//OUvHHjggWywwQaUlZUxYMAA9tlnHx566KFmn7exMSmPP/44u+22G7169WLAgAFMnDiR999/v9GyjjjiCEaNGkWPHj3o06cP48eP5+abb07JN3fuXPr06cNTTz0FgJmtfU2YMCEl76effsoPfvADRo0aRVlZGQMHDuSQQw7hpZdeavY1ioiIiHQ2taRIXtp5553ZeOONeeCBB1i8eDEDBw5MSX/xxRd5//33OeKIIxgwYAALFizgrLPOYpdddmHfffdl8ODBzJ8/n/vvv58DDzyQa6+9lpNPPrnV9bnrrrs45phj6NatG8cccwzrrrsuzz77LDvvvDNbbbVVxmO+//3vs9lmm7H77ruz7rrrsnjxYh588EEmTZrEzJkz+e1vfwuE1puf/vSn3HrrrcydO5df//rXa8tIHtj/6quvst9++7FkyRK+/vWvc/jhh7No0SLuuecedt11V+6++24OPPDAVl+jiIiISEdRkCJ56/jjj+fnP/85t956Kz/4wQ9S0m644Ya1eQD69+/P3LlzWX/99VPyLVu2jPHjx/PjH/+Y4447jh49erS4HitWrODUU0+lqKiIZ555hu23335t2jnnnMNll12W8bi3336b0aNHp+xbs2YNBxxwABdeeCGnnXYaw4YNo1+/fvz85z9nxowZzJ07l8mTJzcoq6amhqOPPpoVK1Ywbdo09thjj7Vpn3/+OTvssAPf/e53mTNnDmVlZS2+RhEREZGOpCClK5qcR2MmJi9r9aGTJk3il7/8JTfccENKkLJmzRpuu+02hgwZwgEHHABAWVlZgwAFQivFSSedxI9+9CNeeukldt999xbX495772XJkiV85zvfSQlQACZPnsz111/PsmUNrzM9QAHo1q0bZ5xxBk8++SRPPPEE3/nOd5pVh//+97/MmjWL8847LyVAAVhvvfX48Y9/zNlnn80TTzyh1hQRERGJPQUpkrfWX3999t57bx577DHeffddNttsMwDuv/9+lixZwjnnnENJSf0t/s4773DxxRfz9NNPM3/+fCorK1PK++yzz1pVj1dffRWgQXAAIQgaO3bs2vEkyebNm8dFF13EE088wbx581i9enWr6zNjxgyArC0tH374IQDvvfeeghQRERGJPQUpktdOOOEEHnvsMW644QYuuugioGFXL4AXXniBvfbai5qaGvbee28OOeQQ+vTpQ1FREa+//jr33nsvVVVVrapDopVknXXWyZg+dOjQBvtmz57NuHHj+Oqrr9htt93Yb7/96Nu3L8XFxcyZM4cbbrihRfVZvHgxAHfeeWej+VasWNHsMkVEREQ6i4KUrqgNXajyzWGHHUafPn24+eab+f3vf8+SJUt46KGH2Hrrrdl6663X5vvd737H6tWrmTZtWoMZsf7whz9w7733troOiSmJv/jii4zpCxYsaLDv0ksvZfHixVx//fWccMIJKWm33nrr2kCrpXW49957OeSQQ1p0rIiIiEjcaApiyWs9evTg6KOP5vPPP+fxxx/nlltuoaamJqUVBeCjjz5iwIABDQIUIGNXrJbYdttts5azbNkyXn/99Qb7P/roIwCOOOKIZtenuLgYgNra2gZpO+20EwDPPPNM8yotIiIiEmMKUiTvJVoibrzxRm688UZKSko47rjjUvKMGDGCJUuW8Oabb6bsv+6663jkkUfadP5DDz2U/v37869//YuXX345JW3y5MkZB80npg6ePn16yv5HHnmEf/zjHxnPk5hmed68eRnrMHr0aK666ioefPDBjMfPmDGDVatWNXU5IiIiIp1O3b0k740fP54NN9yQO++8k+rqag4++GCGDBmSkufss8/mkUceYdddd+Xoo4+mb9++vPzyyzz77LMceeSR3HXXXa0+f+/evbnmmms45phj2G233VLWSXn77bfZfffdefrpp1OOOf3007n++us56qijOOKIIxg2bBhvv/02Dz/8MEcffTS33357g/Psvffe3HnnnRx++OEceOCB9OjRgw022IBJkyZRWlrKf/7zH77+9a9z0EEHscsuuzB27Fh69uzJJ598wksvvcTs2bOZP38+PXv2bPW1ioiIiHQEtaRIl3D88cdTXV299n26/fffn/vvv5/NNtuM22+/neuuu46ysjKmTZvGQQcd1ObzH3nkkTz88MNst9123HHHHfztb39jwIABzJgxg5EjRzbIv9VWWzFt2jR22WUXHnzwQa6++mqWL1/Of/7zH0477bSM5zj55JP52c9+xrJly/jjH//I+eefz3XXXZdS5htvvMFPfvITli1bxvXXX8/VV1/NK6+8wjbbbMNNN93EoEGD2nytIiIiIu3N3L2z6yARM3tlo4022vaDDz5oNN97770HwKabbtoR1ZJOVlFRAUB5eXmHnVP3WPwlugpmGmclhUv3hWSi+0IyGTNmDB9++OGr7r5dZ9clE7WkiIiIiIhIrChIERERERGRWFGQIiIiIiIisaIgRUREREREYkVBioiIiIiIxIqCFBERERERiRUFKSKSQtOSi4iISGfLyyDFzNY3s3+a2edmVmVmc8zsMjPr34IyzMxOMrMXzKzCzFaZ2WtmdqaZFTezjOvMzKPXhq2/opYxMwDq6uo66pRSQBJBSuI+ExEREeloeRekmNlo4BXgROBF4M/AbOAsYIaZDWxmUTcA1wEjgduBa4FuwOXA7dbEE5qZHQycBKxoxWW0SVlZGQArV67s6FNLAUjcV4n7TERERKSjlXR2BVrhr8AQ4Ex3vzKx08wuBc4BLgBOa6wAM5sITAI+Bsa5+6JofylwB3AEcDwwNcvxgwlBze3AUGCPtlxQS5WXl1NZWcmCBQsA6NWrF2amX76l1dwdd2flypVr76uOXOFeREREJFleBSlmNgrYD5gDXJWW/GvgFGCSmf3I3RtrZjg82l6SCFAA3L3azM4HJgI/JEuQAlwTbc8A/t2CS8iJAQMGsHLlSlatWsWnn37a0aeXDlZbWwtAcXGzeiHmRM+ePRkwYECHnU9EREQkWb5199or2j7q7ikDMty9AngO6Ans1EQ5Q6Pt7AxpiX3bmlm/9EQzO4EQxJzm7oubVescKyoqYvjw4QwePJju3burBaWLW7VqFatWrWr385gZ3bt3Z/DgwQwfPpyionz734OIiIh0FXnVkgJsHG0/yJL+IaGlZQzwRCPlJFpPRmZIG5X0fhPghcQHM9uAMGblZne/pxn1bTdFRUUMGjSIQYMGdWY1pANMnz4dgHHjxnVuRUREREQ6SL4FKX2j7bIs6Yn9/Zoo5wHgW8C5Znabuy8BMLMSYEpSvrWzhZlZEWGw/QrgzJZVO5WZvZIlaZO6urq1D6UiABUVFQC6LySF7gvJRPeFZKL7QjKJ+yyx+RakNCXR76mphR5uA74NHAC8a2b3AauAfYDRhBaZjYDapGPOIQyQP8jdv8plpUVEREREpF6+BSmJlpK+WdL7pOXLyN3rzOwQwrTFk6JXNfA8YVavvxCClIUAZrYRYdaw6939wbZcQHT+7TLtN7NXioqKtp0wYUJbTyFdSOKXL90Xkkz3hWSi+0Iy0X0hmcR97Gm8a9fQzGg7Jkv6RtE225iVtdy9xt0vcfex7t7D3fu4+/7Au8BYYDXwTpR9c6AMODFp8UY3M6d++uEPo30TW35ZIiIiIiKSkG8tKdOi7X5mVpQ8w5eZlQPjCcHFC5kObqZJQHfgBnevjvbNISz8mMlBhNnC7gSWR3lFRERERKSV8ipIcfdZZvYoYQavM4Ark5KnAL2AvyfWSIkWZxwNVLv7rOSyzKyPuy9P27cDcCFhcPxvks77OnBypjqZ2XRCkPJzd/+oLdcnIiIiIiJ5FqRETieMHbnCzPYG3gN2BPYkdPP6RVLeYVH6XGBEWjmPmdlq4G2ggtCl60CgCjjc3TOtoSIiIiIiIu0s74KUqDVle0JLx/6EwGI+cAUwJTGdcDPcBXyTMMtXD+Bz4B/Ahe4+J9f1bqYR8+bNY7vtMo6rlwKVmDqyvLy8k2sicaL7QjLRfSGZ6L6QTObNmwcNf8SPDXNvarZe6ShmVgUUA290dl0kVjaJtu93ai0kbnRfSCa6LyQT3ReSydZArbuXdXZFMsm7lpQu7m3IPkWxFKbE4p+6LySZ7gvJRPeFZKL7QjJpZHHxWMi3KYhFRERERKSLU5AiIiIiIiKxoiBFRERERERiRUGKiIiIiIjEioIUERERERGJFU1BLCIiIiIisaKWFBERERERiRUFKSIiIiIiEisKUkREREREJFYUpIiIiIiISKwoSBERERERkVhRkCIiIiIiIrGiIEVERERERGJFQUoMmNn6ZvZPM/vczKrMbI6ZXWZm/Tu7btI2ZjbQzE42s7vN7CMzW21my8zsWTP7rpll/G/QzHYxswfNbImZrTKzN83sbDMrbuRcx5vZi2a2IjrHdDP7RvtdneSamU0yM49eJ2fJo3ujAJjZbmb2bzObH/27MN/MHjWzAzPk1T1RAMzsoOge+DT6t2S2md1pZjtnya/7ogswsyPN7Eoze8bMlkf/PtzcxDHt/t2bWQ8zm2JmM82s0swWmtkdZrZpW643hbvr1YkvYDTwBeDAPcCFwJPR5/eBgZ1dR73a9P2eFn2XnwO3AH8A/gksjfbfRbSoatIxhwI1wArgOuDi6F5w4M4s5/lTlP4J8GfgKmBxtO8Hnf130KtZ98rw6L6oiL63kzPk0b1RAC/gl9H38yVwPfB74BrgJeCPuicK7wVcFH0/i4B/RM8KdwFrgDrg27ovuuYLeD36DiqA96L3NzeSv92/e6AMeDZKfym6P/8FVAMrgR1zcu2d/ccv9BfwSPQl/zBt/6XR/r91dh31atP3uxdwMFCUtn8oMC/6jo9I2t8HWAhUAdsn7e8OPB/l/2ZaWbtE+z8C+iftHxH9T6YSGNHZfwu9Gr1PDHgcmBX9g9IgSNG9URgv4KjoO3sMKM+QXqp7orBe0b8XtcACYEha2p7R9zlb90XXfEXf8UbRvxMTaCRI6ajvHvhZdMydJD3fEAIkB94h7bmnNS919+pEZjYK2A+YQ4hak/2aEI1OMrNeHVw1yRF3f9Ld73f3urT9C4C/RR8nJCUdCQwGbnP3l5PyVxJ+XQX4ftppTou2F7j7V0nHzCHcV2XAiW27EmlnZxIC2hMJ/91nonuji4u6f14ErAKOdfeK9DzuXp30UfdEYdiA0D3/f+6+MDnB3acRfmEfnLRb90UX4u7T3P1Dj6KAJrT7d29mlnTMj5Ofb9z9XuAZYDNgj2bUt1EKUjrXXtH20QwPsRXAc0BPYKeOrph0iMTDRk3SvsQ98XCG/E8THl52MbOyZh7zUFoeiZmo/+6FwOXu/nQjWXVvdH27ACOBB4GvojEIPzGzs7KMO9A9URg+JHTrGmdmg5ITzGx3oJzQEpug+6JwdcR3Pxr4GvCBu3/czGNaRUFK59o42n6QJf3DaDumA+oiHcjMSoDvRB+T/8eQ9Z5w9xrgY6AEGBWV0wsYBqxw9/kZTqV7KMai++AmQte/nzeRXfdG17dDtP0CeBV4gBDAXgY8b2ZPmVnyL+a6JwqAuy8BfgKsA7xrZteY2R/M7A7gUULXwFOTDtF9Ubg64rvvsGfXkrYWIG3SN9ouy5Ke2N+v/asiHexCYAvgQXd/JGl/S+8J3UP57VfANsCu7r66iby6N7q+IdH2NMLDxD7A/wjdfS4Bvk7oAz4hyqd7okC4+2VmNocw8cr3kpI+AqamdQPTfVG4OuK777D7RS0p8WbRtjn9ECVPmNmZwI8Is21Maunh0bal94TuoZgxs3GE1pNL3H1GLoqMtro38ldielADjnT3J9x9hbu/AxwGfArskW3K2Qx0T3QRZvZjwmxeUwndbXoB2wGzgVvM7I8tKS7a6r4oPB3x3efs2VVBSudKRJt9s6T3Scsnec7MzgAuB94F9oya8ZO19J5oKn9Tv3hIJ0jq5vUBcH4zD9O90fUlBq3Odvc3khOilrZEq+u4aKt7ogCY2QTChAr3ufu57j7b3Ve5+6uE4PUz4EfRZDyg+6KQdcR332HPrgpSOtfMaJut395G0TZbvz/JI2Z2NvAX4G1CgLIgQ7as90T0YDuSMNB+NoC7ryT8A9XbzNbNUJ7uoXjqTfiONwUqrX4BRyfM7AdwbbTvsuiz7o2uL/EdL82SnghieqTl1z3RtSUW1JuWnuDuq4AXCc9z20S7dV8Uro747jvs2VVBSudK/A9nP0tbedzMyoHxwGrghY6umOSWmf2EsEDS64QAZWGWrE9G2/0zpO1OmO3teXevauYxB6TlkXioIiyylen1WpTn2ehzoiuY7o2u72nCA8RGZtYtQ/oW0XZOtNU9URgSMzENzpKe2L8m2uq+KFwd8d3PIkz2MsbMRjbzmNbJxUIzerVpkR4t5tjFX4TuPA68DAxoIm8fwirTWoSrQF/AZLIv5qh7o4u/gJuj7+x3afv3JawsvhTop3uicF7A0dF3tgAYlpZ2QHRfrAYG6r7o2i+at5hju3/3dNBijhYVKp3EzEYTbpwhwL3Ae8COhBVGPwB2cffFnVdDaQszO54w0LEWuJLMfTTnuPvUpGMmEgZIVgK3AUuAQwjT/t0FHO1p/+Ga2SXAuYSBtXcB3YBjgIGEAPgvObwsaUdmNpnQ5et77v6PtLSJ6N7o0sxsCGGNrA0Ji6K9SJjd6zDCP/7HuvudSfknonuiS4t6WjxCmO2tAribELBsSugKZsDZ7n550jET0X3RJUTf5cTo41DCLH+zCf9/AFjk7uel5W/X7z5aZ+VJQoDzMvAEYe2Uowgtenu5+//aeu2dHhXq5QDDgeuB+dGXO5cwuLrRX931iv+L+l/FG3tNz3DceKIF3Qi/kL0FnAMUN3Ku44GXCCuWVwBPAd/o7L+BXq2+Z07Okq57o4u/gAGE1vSPo38TFhN+xNpJ90RhvoBS4GxC9+/lhG6BCwlr6eyn+6LrvprxHDGnM757wti4KYR1UaoILTh3Apvl6trVkiIiIiIiIrGigfMiIiIiIhIrClJERERERCRWFKSIiIiIiEisKEgREREREZFYUZAiIiIiIiKxoiBFRERERERiRUGKiIiIiIjEioIUERERERGJFQUpIiIiIiISKwpSREREREQkVhSkiIiIiIhIrChIERGRLs/MJpiZm9nkzq6LiIg0TUGKiIisFT3Ie9q+EdH+qZ1UrSblQx1FRKT5Sjq7AiIiIh3gRWBTYFFnV0RERJqmIEVERLo8d18FvN/Z9RARkeZRdy8REckqGsPxcfTx+ER3sOh1Qlrer5vZg2a2yMyqzGyWmV1sZv0ylDsnevUxs0uj99WJMSNmtp6Z/crMnjOzBWa2xsw+N7N/mdmmLa1jY2NSzGwjM7vRzD5LOs+NZrZRpr9HVM4EMzvSzF40s1VmtsTMbjOzYRmOGWVm15jZR2a2Osr7lpn9zcwGNvEViIgUJLWkiIhIY6YD/YCzgDeAe5LSXk+8MbNfAVOAJcADwEJgK+A84EAz29ndl6eV3Q14EhgAPAospz7Y2B34KTAN+DewAtgIOBI4xMzGu/sbLaljJma2A/A4UA7cB7wLbAIcBxxqZnu7+8sZDj0dOCQ65ilgR+AYYGszG+vuVVH56wIvAX2AB6Nr6Q6MBCYBfwEWN1ZHEZFCpCBFRESycvfpZjaHEAC87u6T0/OY2Z6EAGUGcKC7L01KOwG4Pko/J+3QdQlBwR7uvjIt7UlgHXevSDvX1sBzwIXAAc2tYyZmZsCNhADi2+5+S1LaMcBtwM1mtpm716Udvj+wg7u/lXTMv4BvAYcCd0S7jyQEYWe7++Vp5+8FpJcrIiKou5eIiLTdmdH2e8kBCoC7TyW0ZhyX5dgfZQhQcPeF6QFKtP8NQgCzp5mVtqHOALsQWk1mJAco0XluB54FNgZ2zXDsFckBSuTaaDsuQ/7V6TvcfaW7N9gvIiJqSRERkbbbGagGjjKzozKkdwMGm9lAd0/u2lQJvJmtUDM7CDgN2B4YRMN/swYB89tQ722j7ZNZ0p8kBCjbAE+npWXqAvZJtO2ftO8+4PfAVWb2deARQkvQu+7uiIhIRgpSRESkrQYS/j35dRP5epM6/mJhtgd1MzsTuBz4CngMmAesAhyYCGwNlLWp1tA32mYLdBL7+2VIW5phX020LU7scPe5ZjYOmEzoInZ4lPSJmf3J3a9oQX1FRAqGghQREWmrZUCRuw9o4XHZApQSwhiWBcC27j4/LX3nVtWyoWXRdmiW9HXT8rWKu78HHBNd19bAPsAPgcvNbKW7X9eW8kVEuiKNSRERkabURtviLOkvAP3NbPMcnW8QofXi+QwBSm/qu2m1pI6ZvBZtJ2RJT+x/tQVlZuXuNe7+irtfRBhgD6FVSERE0ihIERGRpnxFaPX4Wpb0P0fba81svfREM+tlZju14HwLCV27touCkkQ5pYQuYINaUcdMngNmArua2ZFpdT6SMA3yB4QB9K1iZuPMbJ0MSYl9q1pbtohIV6buXiIi0ih3X2Fm/wN2M7NbCA/utcB97v6muz9hZj8F/gB8aGYPEtY76Q1sAOxBeNDfv5nnqzOzKwjrpLxlZvcSBt/vSZjOd1r0vtl1zHIeN7PjCWNebo/O8z5hRq+JQAXwnQzTD7fEscAZZvYU8BEhmBoNHAxUAZe1oWwRkS5LQYqIiDTHJEKLyf6ErkoGfEo0O5e7X2RmzxGmI96VsFbIMuAz4BrgXy083/nAl8DJwKlRWY8BvySMV2lxHTNx9/9FCzr+kjBW5GBgEXAr8Ft3n9nCeqe7lTDAfxdCN7UehL/JbcAl7v52G8sXEemSTDMgioiIiIhInGhMioiIiIiIxIqCFBERERERiRUFKSIiIiIiEisKUkREREREJFYUpIiIiIiISKwoSBERERERkVhRkCIiIiIiIrGiIEVERERERGJFQYqIiIiIiMSKghQREREREYkVBSkiIiIiIhIrClJERERERCRWFKSIiIiIiEisKEgREREREZFYUZAiIiIiIiKxoiBFRERERERiRUGKiIiIiIjEyv8DVZIijY3W7hQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x532.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x532.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import lightgbm as lgb\n",
    "from sklearn import datasets\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score,f1_score\n",
    "import matplotlib.pyplot as plt \n",
    "from hyperopt import fmin,hp,Trials,space_eval,rand,tpe,anneal\n",
    "import warnings \n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "def printlog(info):\n",
    "    nowtime = datetime.datetime.now().strftime('%Y-%m-%d %H:%M:%S')\n",
    "    print(\"\\n\"+\"==========\"*8 + \"%s\"%nowtime)\n",
    "    print(info+'...\\n\\n')\n",
    "\n",
    "#================================================================================\n",
    "# 一，读取数据\n",
    "#================================================================================\n",
    "printlog(\"step1: reading data...\")\n",
    "\n",
    "# 读取dftrain,dftest\n",
    "breast = datasets.load_breast_cancer()\n",
    "df = pd.DataFrame(breast.data,columns = [x.replace(' ','_') for x in breast.feature_names])\n",
    "df['label'] = breast.target\n",
    "df['mean_radius'] = df['mean_radius'].apply(lambda x:int(x))\n",
    "df['mean_texture'] = df['mean_texture'].apply(lambda x:int(x))\n",
    "dftrain,dftest = train_test_split(df)\n",
    "\n",
    "categorical_features = ['mean_radius','mean_texture']\n",
    "lgb_train = lgb.Dataset(dftrain.drop(['label'],axis = 1),label=dftrain['label'],\n",
    "                        categorical_feature = categorical_features,free_raw_data=False)\n",
    "\n",
    "lgb_valid = lgb.Dataset(dftest.drop(['label'],axis = 1),label=dftest['label'],\n",
    "                        categorical_feature = categorical_features,\n",
    "                        reference=lgb_train,free_raw_data=False)\n",
    "\n",
    "#================================================================================\n",
    "# 二，搜索超参\n",
    "#================================================================================\n",
    "printlog(\"step2: searching parameters...\")\n",
    "\n",
    "boost_round = 1000                   \n",
    "early_stop_rounds = 50\n",
    "\n",
    "params = {\n",
    "    'learning_rate': 0.1,\n",
    "    'boosting_type': 'gbdt',#'dart','rf'  \n",
    "    'objective':'binary',\n",
    "    'metric': ['auc'],\n",
    "    'num_leaves': 31,\n",
    "    'max_depth':  6,\n",
    "    'min_data_in_leaf': 5,  \n",
    "    'min_gain_to_split': 0,\n",
    "    'reg_alpha':0,\n",
    "    'reg_lambda':0,\n",
    "    'feature_fraction': 0.9,\n",
    "    'bagging_fraction': 0.8,\n",
    "    'bagging_freq': 5,\n",
    "    'feature_pre_filter':False,\n",
    "    'verbose': -1\n",
    "}\n",
    "\n",
    "# 1，定义目标函数\n",
    "def loss(config):\n",
    "    params.update(config)\n",
    "    gbm = lgb.train(params,\n",
    "                    lgb_train,\n",
    "                    num_boost_round= boost_round,\n",
    "                    valid_sets=(lgb_valid, lgb_train),\n",
    "                    valid_names=('validate','train'),\n",
    "                    early_stopping_rounds = early_stop_rounds,\n",
    "                    verbose_eval = False)\n",
    "    y_pred_test = gbm.predict(dftest.drop('label',axis = 1), num_iteration=gbm.best_iteration)\n",
    "    val_score = f1_score(dftest['label'],y_pred_test>0.5)\n",
    "\n",
    "    return -val_score\n",
    "\n",
    "  \n",
    "# 2，定义超参空间\n",
    "\n",
    "#可以根据需要，注释掉偏后的一些不太重要的超参\n",
    "spaces = {\"learning_rate\":hp.loguniform(\"learning_rate\",np.log(0.001),np.log(0.5)),\n",
    "          \"boosting_type\":hp.choice(\"boosting_type\",['gbdt','dart','rf']),\n",
    "          \"num_leaves\":hp.choice(\"num_leaves\",range(15,128)),\n",
    "          #\"max_depth\":hp.choice(\"max_depth\",range(3,11)),\n",
    "          #\"min_data_in_leaf\":hp.choice(\"min_data_in_leaf\",range(1,50)),\n",
    "          #\"min_gain_to_split\":hp.uniform(\"min_gain_to_split\",0.0,1.0),\n",
    "          #\"reg_alpha\": hp.uniform(\"reg_alpha\", 0, 2),\n",
    "          #\"reg_lambda\": hp.uniform(\"reg_lambda\", 0, 2),\n",
    "          #\"feature_fraction\":hp.uniform(\"feature_fraction\",0.5,1.0),\n",
    "          #\"bagging_fraction\":hp.uniform(\"bagging_fraction\",0.5,1.0),\n",
    "          #\"bagging_freq\":hp.choice(\"bagging_freq\",range(1,20))\n",
    "          }\n",
    "\n",
    "\n",
    "# 3，执行超参搜索\n",
    "# hyperopt支持如下搜索算法\n",
    "#随机搜索(hyperopt.rand.suggest)\n",
    "#模拟退火(hyperopt.anneal.suggest)\n",
    "#TPE算法（hyperopt.tpe.suggest，算法全称为Tree-structured Parzen Estimator Approach）\n",
    "trials = Trials()\n",
    "best = fmin(fn=loss, space=spaces, algo= tpe.suggest, max_evals=100, trials=trials)\n",
    "   \n",
    "# 4，获取最优参数\n",
    "best_params = space_eval(spaces,best)\n",
    "print(\"best_params = \",best_params)\n",
    "\n",
    "\n",
    "# 5，绘制搜索过程\n",
    "losses = [x[\"result\"][\"loss\"] for x in trials.trials]\n",
    "minlosses = [np.min(losses[0:i+1]) for i in range(len(losses))] \n",
    "steps = range(len(losses))\n",
    "\n",
    "fig,ax = plt.subplots(figsize=(6,3.7),dpi=144)\n",
    "ax.scatter(x = steps, y = losses, alpha = 0.3)\n",
    "ax.plot(steps,minlosses,color = \"red\",axes = ax)\n",
    "plt.xlabel(\"step\")\n",
    "plt.ylabel(\"loss\")\n",
    "\n",
    "\n",
    "#================================================================================\n",
    "# 三，训练模型\n",
    "#================================================================================\n",
    "printlog(\"step3: training model...\")\n",
    "\n",
    "params.update(best_params)\n",
    "results = {}\n",
    "gbm = lgb.train(params,\n",
    "                lgb_train,\n",
    "                num_boost_round= boost_round,\n",
    "                valid_sets=(lgb_valid, lgb_train),\n",
    "                valid_names=('validate','train'),\n",
    "                early_stopping_rounds = early_stop_rounds,\n",
    "                evals_result= results,\n",
    "                verbose_eval = True)\n",
    "\n",
    "#================================================================================\n",
    "# 四，评估模型\n",
    "#================================================================================\n",
    "printlog(\"step4: evaluating model ...\")\n",
    "\n",
    "y_pred_train = gbm.predict(dftrain.drop('label',axis = 1), num_iteration=gbm.best_iteration)\n",
    "y_pred_test = gbm.predict(dftest.drop('label',axis = 1), num_iteration=gbm.best_iteration)\n",
    "\n",
    "train_score = f1_score(dftrain['label'],y_pred_train>0.5)\n",
    "val_score = f1_score(dftest['label'],y_pred_test>0.5)\n",
    "\n",
    "print('train f1_score: {:.5} '.format(train_score))\n",
    "print('valid f1_score: {:.5} \\n'.format(val_score))\n",
    "\n",
    "fig2,ax2 = plt.subplots(figsize=(6,3.7),dpi=144)\n",
    "fig3,ax3 = plt.subplots(figsize=(6,3.7),dpi=144)\n",
    "lgb.plot_metric(results,ax = ax2)\n",
    "lgb.plot_importance(gbm,importance_type = \"gain\",ax=ax3)\n",
    "\n",
    "#================================================================================\n",
    "# 五，保存模型\n",
    "#================================================================================\n",
    "printlog(\"step5: saving model ...\")\n",
    "\n",
    "\n",
    "model_dir = \"gbm.model\"\n",
    "print(\"model_dir: %s\"%model_dir)\n",
    "gbm.save_model(\"gbm.model\",num_iteration=gbm.best_iteration)\n",
    "printlog(\"task end...\")\n",
    "\n",
    "###\n",
    "##\n",
    "#\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "伙计们，来看看结果吧！\n",
    "\n",
    "很好，经过自动化调参后，我们的f1_score上升了2个百分点，到了0.98925。😋 \n",
    "\n",
    "```\n",
    "train f1_score: 1.0 \n",
    "valid f1_score: 0.98925 \n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](./data/算法美食屋二维码.png)"
   ]
  }
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